100 books like How to Lie with Statistics

By Darrell Huff, Irving Geis (illustrator),

Here are 100 books that How to Lie with Statistics fans have personally recommended if you like How to Lie with Statistics. Shepherd is a community of 10,000+ authors and super readers sharing their favorite books with the world.

Shepherd is reader supported. When you buy books, we may earn an affiliate commission.

Book cover of Freakonomics: A Rogue Economist Explores the Hidden Side of Everything

Martin Sternstein Author Of Barron's AP Statistics

From my list on statistical insights into social issues.

Why am I passionate about this?

I taught for 45 years at Ithaca College broken by two years as Fulbright Professor in West Africa at the University of Liberia. During my years in academia, I developed several new courses including a popular “Math in Africa” class and the first U.S. course for college credit in chess theory. I’ve always had a passion for and continue to have strong interests in (1) national educational and social issues concerning equal access to math education for all and (2) teaching others about the power of mathematics and statistics to help one more deeply understand social issues.

Martin's book list on statistical insights into social issues

Martin Sternstein Why did Martin love this book?

Steven Levitt, Professor of Economics at the University of Chicago, has written a thoughtful book at the layperson level to help one understand how mathematical and economic tools provide insights into sensitive social issues from racism to abortion.

He delves into predicting the long-term consequences of short-term decisions. This book is not intended for the college classroom, and it is controversial, but I found it to be a fascinating read.

By Steven D. Levitt, Stephen J. Dubner,

Why should I read it?

6 authors picked Freakonomics as one of their favorite books, and they share why you should read it.

What is this book about?

The legendary bestseller that made millions look at the world in a radically different way returns in a new edition, now including an exclusive discussion between the authors and bestselling professor of psychology Angela Duckworth.

Which is more dangerous, a gun or a swimming pool? Which should be feared more: snakes or french fries? Why do sumo wrestlers cheat? In this groundbreaking book, leading economist Steven Levitt—Professor of Economics at the University of Chicago and winner of the American Economic Association’s John Bates Clark medal for the economist under 40 who has made the greatest contribution to the discipline—reveals that…


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

Manil Suri Author Of The Big Bang of Numbers: How to Build the Universe Using Only Math

From my list on to make you fall in love with mathematics.

Why am I passionate about this?

I’m a mathematics professor who ended up writing the internationally bestselling novel The Death of Vishnu (along with two follow-ups) and became better known as an author. For the past decade and a half, I’ve been using my storytelling skills to make mathematics more accessible (and enjoyable!) to a broad audience. Being a novelist has helped me look at mathematics in a new light, and realize the subject is not so much about the calculations feared by so many, but rather, about ideas. We can all enjoy such ideas, and thereby learn to understand, appreciate, and even love math. 

Manil's book list on to make you fall in love with mathematics

Manil Suri Why did Manil love this book?

A primary reason to love math is because of its usefulness. This book shows two sides of math’s applicability, since it is so ubiquitously used in various algorithms.

On the one hand, such usage can be good, because statistical inferences can make our life easier and enrich it. On the other, when these are not properly designed or monitored, it can lead to catastrophic consequences. Mathematics is a powerful force, as powerful as wind or fire, and needs to be harnessed just as carefully.

Cathy O’Neil’s message in this book spoke deeply to me, reminding me that I need to be always vigilant about the subject I love not being deployed carelessly.  

By Cathy O’Neil,

Why should I read it?

11 authors picked Weapons of Math Destruction as one of their favorite books, and they share why you should read it.

What is this book about?

'A manual for the 21st-century citizen... accessible, refreshingly critical, relevant and urgent' - Financial Times

'Fascinating and deeply disturbing' - Yuval Noah Harari, Guardian Books of the Year

In this New York Times bestseller, Cathy O'Neil, one of the first champions of algorithmic accountability, sounds an alarm on the mathematical models that pervade modern life -- and threaten to rip apart our social fabric.

We live in the age of the algorithm. Increasingly, the decisions that affect our lives - where we go to school, whether we get a loan, how much we pay for insurance - are being made…


Book cover of 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

Bastiaan C. van Fraassen Author Of Philosophy and Science of Risk: An Introduction

From my list on exploring the meaning of probability and risk.

Why am I passionate about this?

I’ve wanted to be a philosopher since I read Plato’s Phaedo when I was 17, a new immigrant in Canada. Since then, I’ve been fascinated with time, space, and quantum mechanics and involved in the great debates about their mysteries. I saw probability coming into play more and more in curious roles both in the sciences and in practical life. These five books led me on an exciting journey into the history of probability, the meaning of risk, and the use of probability to assess the possibility of harm. I was gripped, entertained, illuminated, and often amazed at what I was discovering. 

Bastiaan's book list on exploring the meaning of probability and risk

Bastiaan C. van Fraassen Why did Bastiaan love this book?

Can you love a book that you disagree with? I do! I love this extravagant account of how Bayesian Statistics was enmired in controversy and, after 200 years, saved everything from Western Civilization to Captain Dreyfus.

I don’t think that Bayesian statistics is the foundation of all rational thought, but I am happy to celebrate all its wonderful achievements. Every page of this book is lively and personal, engrossing, entertaining, masterful…all of that.

By Sharon Bertsch McGrayne,

Why should I read it?

2 authors picked The Theory That Would Not Die as one of their favorite books, and they share why you should read it.

What is this book about?

A New York Times Book Review Editor's Choice: A vivid account of the generations-long dispute over Bayes' rule, one of the greatest breakthroughs in the history of applied mathematics and statistics

"An intellectual romp touching on, among other topics, military ingenuity, the origins of modern epidemiology, and the theological foundation of modern mathematics."-Michael Washburn, Boston Globe

"To have crafted a page-turner out of the history of statistics is an impressive feat. If only lectures at university had been this racy."-David Robson, New Scientist

Bayes' rule appears to be a straightforward, one-line theorem: by updating our initial beliefs with objective new…


Book cover of Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets

Alex Shahidi Author Of Risk Parity: How to Invest for All Market Environments

From my list on commonly overlooked investing core principles.

Why am I passionate about this?

As a student of the markets and investing for 3 decades and a professional investment advisor overseeing billions of dollars for over 2 decades, I have discovered that most investment books and information lack real insight. Much of what I read and see is not thoughtful or deeply researched and merely a regurgitation of what everyone else is saying. I’ve learned that most of what is thought to be conventional thinking is remarkably poorly supported by independent, unbiased research. The books on my recommended list go beyond what you’d read in the average investment book to uncover truly insightful knowledge that I believe can help readers take their investment understanding to the next level. 

Alex's book list on commonly overlooked investing core principles

Alex Shahidi Why did Alex love this book?

The investment world is dominated by players who essentially have the same beliefs and say the same things. I love writers who offer a unique perspective informed by an independent framework.

One of the greatest challenges in investing is distinguishing luck from skill. Taleb does a masterful job of raising the readers’ awareness of this common oversight. I believe reading this book will make you a more thoughtful investor. 

By Nassim Nicholas Taleb,

Why should I read it?

6 authors picked Fooled by Randomness as one of their favorite books, and they share why you should read it.

What is this book about?

Everyone wants to succeed in life. But what causes some of us to be more successful than others? Is it really down to skill and strategy - or something altogether more unpredictable?

This book is the bestselling sensation that will change the way you think about business and the world. It is all about luck: more precisely, how we perceive luck in our personal and professional experiences. Nowhere is this more obvious than in the markets - we hear an entrepreneur has 'vision' or a trader is 'talented', but all too often their performance is down to chance rather than…


Book cover of The Mismeasure of Man

Alan H. Goodman Author Of Racism, Not Race: Answers to Frequently Asked Questions

From my list on what race is (and is not).

Why am I passionate about this?

Studying anthropology and biology in the 1970s, I was in the perfect position to understand why race was not genetic. From that time on, I wanted everyone to know what race was and was not. But here we a half century later and most individuals in the US – and the world still believe that race is a valid way to divide individuals into biological groups, and worse, that race, rather than racism, explains differences in life circumstances. As a professor and president of the American Anthropological Association I have taught courses and helped with documentaries, museum exhibits, websites, articles, and books to dispel consequential myth about race and genetics.  

Alan's book list on what race is (and is not)

Alan H. Goodman Why did Alan love this book?

The late Stephen Gould is as important as anyone in the last fifty years in showing how the idea of biological race has been used to support racism. Gould clearly dismantles this idea in this book. It is both a tour de force of science and scientific history, so well written that one forgets one is reading a scholarly book. Gould takes apart key moments in the history of race science, not just to show where they were biased, but how those biases and blind spots persist into the present. This is the definitive book on why biological race is a myth and why there is no hierarchy of intelligence by race.  

By Stephen Jay Gould,

Why should I read it?

2 authors picked The Mismeasure of Man as one of their favorite books, and they share why you should read it.

What is this book about?

When published in 1981, The Mismeasure of Man was immediately hailed as a masterwork, the ringing answer to those who would classify people, rank them according to their supposed genetic gifts and limits.

And yet the idea of innate limits-of biology as destiny-dies hard, as witness the attention devoted to The Bell Curve, whose arguments are here so effectively anticipated and thoroughly undermined by Stephen Jay Gould. In this edition Dr. Gould has written a substantial new introduction telling how and why he wrote the book and tracing the subsequent history of the controversy on innateness right through The Bell…


Book cover of Machine Learning

Matthew Kirk Author Of Thoughtful Machine Learning with Python: A Test-Driven Approach

From my list on ethical artificial intelligence.

Why am I passionate about this?

My personal passion behind ethical AI started early in my life. I was raised by someone who had a personality disorder, and grew up being gaslit and manipulated. It was hard for me personally to understand what was reality and what was made up. Being a nerdy kid, I spent most of my time studying computers and math to escape it all. And while I have made my own life writing books on machine learning, and programming for a living, I also care deeply about how what I do affects others. Being thoughtful is deep within me, and I sit with a Zen group and volunteer with the Mankind Project.

Matthew's book list on ethical artificial intelligence

Matthew Kirk Why did Matthew love this book?

Peter Flach’s book on machine learning had a profound impact on me. The book is simple to understand, and highly visual. But beyond that Peter himself is a lovely person who obviously cares about all his students. I believe for getting started in machine learning and wanting to understand the algorithms that power many models, this is a great place to start.

But most importantly it’s a great way to understand the power and gain more intention behind what we are doing.

By Peter Flach,

Why should I read it?

1 author picked Machine Learning as one of their favorite books, and they share why you should read it.

What is this book about?

As one of the most comprehensive machine learning texts around, this book does justice to the field's incredible richness, but without losing sight of the unifying principles. Peter Flach's clear, example-based approach begins by discussing how a spam filter works, which gives an immediate introduction to machine learning in action, with a minimum of technical fuss. Flach provides case studies of increasing complexity and variety with well-chosen examples and illustrations throughout. He covers a wide range of logical, geometric and statistical models and state-of-the-art topics such as matrix factorisation and ROC analysis. Particular attention is paid to the central role…


Book cover of Naked Statistics: Stripping the Dread from the Data

Martin Sternstein Author Of Barron's AP Statistics

From my list on statistical insights into social issues.

Why am I passionate about this?

I taught for 45 years at Ithaca College broken by two years as Fulbright Professor in West Africa at the University of Liberia. During my years in academia, I developed several new courses including a popular “Math in Africa” class and the first U.S. course for college credit in chess theory. I’ve always had a passion for and continue to have strong interests in (1) national educational and social issues concerning equal access to math education for all and (2) teaching others about the power of mathematics and statistics to help one more deeply understand social issues.

Martin's book list on statistical insights into social issues

Martin Sternstein Why did Martin love this book?

Statistics is shown to be anything but dry in this book, as using wit, intuition, and clarity, the author shows how statistical concepts relate to everyday life.

He is able to separate important ideas from overly technical details, hence the title, Naked Statistics. I took many of his approaches to heart in my teaching. Wheelan gives many examples of how using readily available data yields deep inferences about the world we live in.

By Charles Wheelan,

Why should I read it?

3 authors picked Naked Statistics as one of their favorite books, and they share why you should read it.

What is this book about?

Once considered tedious, the field of statistics is rapidly evolving into a discipline Hal Varian, chief economist at Google, has actually called "sexy." From batting averages and political polls to game shows and medical research, the real-world application of statistics continues to grow by leaps and bounds. 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.…


Book cover of Innumeracy: Mathematical Illiteracy and Its Consequences

Martin Sternstein Author Of Barron's AP Statistics

From my list on statistical insights into social issues.

Why am I passionate about this?

I taught for 45 years at Ithaca College broken by two years as Fulbright Professor in West Africa at the University of Liberia. During my years in academia, I developed several new courses including a popular “Math in Africa” class and the first U.S. course for college credit in chess theory. I’ve always had a passion for and continue to have strong interests in (1) national educational and social issues concerning equal access to math education for all and (2) teaching others about the power of mathematics and statistics to help one more deeply understand social issues.

Martin's book list on statistical insights into social issues

Martin Sternstein Why did Martin love this book?

The author shows how our inability to deal rationally with data results in misinformed governmental policies, muddled personal decisions, and a heightened vulnerability to accepting baseless conclusions.

With examples from drug testing and sex discrimination to law and relative risk, and everything in between, the reader is shown how understanding numbers can improve society as a whole as well as better individual lives. I’ve handed out copies of this book to my students, friends, and academic associates.

By John Allen Paulos,

Why should I read it?

2 authors picked Innumeracy as one of their favorite books, and they share why you should read it.

What is this book about?

Why do even well-educated people often understand so little about maths - or take a perverse pride in not being a 'numbers person'?

In his now-classic book Innumeracy, John Allen Paulos answers questions such as: Why is following the stock market exactly like flipping a coin? How big is a trillion? How fast does human hair grow in mph? Can you calculate the chances that a party includes two people who have the same birthday? Paulos shows us that by arming yourself with some simple maths, you don't have to let numbers get the better of you.


Book cover of The Cartoon Guide to Statistics

Martin Sternstein Author Of Barron's AP Statistics

From my list on statistical insights into social issues.

Why am I passionate about this?

I taught for 45 years at Ithaca College broken by two years as Fulbright Professor in West Africa at the University of Liberia. During my years in academia, I developed several new courses including a popular “Math in Africa” class and the first U.S. course for college credit in chess theory. I’ve always had a passion for and continue to have strong interests in (1) national educational and social issues concerning equal access to math education for all and (2) teaching others about the power of mathematics and statistics to help one more deeply understand social issues.

Martin's book list on statistical insights into social issues

Martin Sternstein Why did Martin love this book?

This book is kind of a fun crash course in statistics which covers all the basic concepts at an introductory level.

The cartoons are a little bit dated, but still entertaining. There are lots of pictures and graphs which are a pleasure if you are a visual learner. The reader will come away with many useful tools to help understand real world problems.

I’m a retired math professor, but still got a real kick out of this book and especially appreciated the many good examples referenced such as gender discrimination in salaries and racial discrimination in jury selection. I recommended it to many of my struggling students.

By Larry Gonick, Woollcott Smith,

Why should I read it?

1 author picked The Cartoon Guide to Statistics as one of their favorite books, and they share why you should read it.

What is this book about?

Updated version featuring all new material. If you have ever looked for P-values by shopping at P mart, tried to watch the Bernoulli Trails on "People's Court," or think that the standard deviation is a criminal offense in six states, then you need The Cartoon Guide to Statistics to put you on the road to statistical literacy. The Cartoon Guide to Statistics covers all the central ideas of modern statistics: the summary and display of data, probability in gambling and medicine, random variables, Bernoulli Trails, the Central Limit Theorem, hypothesis testing, confidence interval estimation, and much more-all explained in simple,…


Book cover of The Emergence of Probability: A Philosophical Study of Early Ideas about Probability, Induction and Statistical Inference

Bastiaan C. van Fraassen Author Of Philosophy and Science of Risk: An Introduction

From my list on exploring the meaning of probability and risk.

Why am I passionate about this?

I’ve wanted to be a philosopher since I read Plato’s Phaedo when I was 17, a new immigrant in Canada. Since then, I’ve been fascinated with time, space, and quantum mechanics and involved in the great debates about their mysteries. I saw probability coming into play more and more in curious roles both in the sciences and in practical life. These five books led me on an exciting journey into the history of probability, the meaning of risk, and the use of probability to assess the possibility of harm. I was gripped, entertained, illuminated, and often amazed at what I was discovering. 

Bastiaan's book list on exploring the meaning of probability and risk

Bastiaan C. van Fraassen Why did Bastiaan love this book?

One day, in conversation with Ian Hacking, he announced a new passion: Archaeology of ideas. The concept we now have of probability was new, he said; it was born in the 17th century and was different from anything before!

I love this book because it is, first of all, a philosopher’s take on history. Hacking confronts the conceptual puzzles that defeated some of the best mathematical minds, raises controversial questions about what it all meant, and gives us a new vision of the history of concepts.

What could be more exciting?

By Ian Hacking,

Why should I read it?

1 author picked The Emergence of Probability as one of their favorite books, and they share why you should read it.

What is this book about?

Historical records show that there was no real concept of probability in Europe before the mid-seventeenth century, although the use of dice and other randomizing objects was commonplace. Ian Hacking presents a philosophical critique of early ideas about probability, induction, and statistical inference and the growth of this new family of ideas in the fifteenth, sixteenth, and seventeenth centuries. Hacking invokes a wide intellectual framework involving the growth of science, economics, and the theology of the period. He argues that the transformations that made it possible for probability concepts to emerge have constrained all subsequent development of probability theory and…


5 book lists we think you will like!

Interested in statistics, artificial intelligence, and data science?

10,000+ authors have recommended their favorite books and what they love about them. Browse their picks for the best books about statistics, artificial intelligence, and data science.

Statistics Explore 27 books about statistics
Artificial Intelligence Explore 284 books about artificial intelligence
Data Science Explore 24 books about data science