100 books like Innumeracy

By John Allen Paulos,

Here are 100 books that Innumeracy fans have personally recommended if you like Innumeracy. Shepherd is a community of 11,000+ authors and super readers sharing their favorite books with the world.

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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 Against the Gods: The Remarkable Story of Risk

Darius Foroux Author Of The Stoic Path to Wealth: Ancient Wisdom for Enduring Prosperity

From my list on investing for beginner and intermediate investors.

Why am I passionate about this?

I’m Darius Foroux (pronounced Dare-eus For-oe), and thanks for exploring my recommendations. As a former mutual funds advisor, I understand the complexity of finance, a lesson driven home when I lost two-thirds of my investment in 2007. Not wanting to repeat my costly mistakes, I earned degrees in business and finance, launched a business, and continuously educated myself on investing. The biggest thing I learned? Investing and wealth-building aren’t logical but emotional. I'm passionate about helping others achieve financial independence and live on their terms. My book empowers you to manage your emotions, build wealth, and enjoy life, regardless of the stock market's ups and downs.

Darius' book list on investing for beginner and intermediate investors

Darius Foroux Why did Darius love this book?

This book taught me a great deal about how managing risk differed between modern and past times. This helped me to spot whether a “prediction” is likely to happen. (In investing, plenty of “experts” often like to predict a crash, a bull market, or a bubble).

Humanity used to rely on oracles and soothsayers to have a clearer vision of what the future would bring. Questions like: What jobs would be in demand in X years? What kind of risks should we prepare for in our lives and careers? Which companies would grow or go bust? With the right mindset and risk management tools, I’ve learned to answer these questions better.

By Peter L. Bernstein,

Why should I read it?

4 authors picked Against the Gods as one of their favorite books, and they share why you should read it.

What is this book about?

A Business Week, New York Times Business, and USA Today Bestseller "Ambitious and readable ...an engaging introduction to the oddsmakers, whom Bernstein regards as true humanists helping to release mankind from the choke holds of superstition and fatalism." -The New York Times "An extraordinarily entertaining and informative book." -The Wall Street Journal "A lively panoramic book ...Against the Gods sets up an ambitious premise and then delivers on it." -Business Week "Deserves to be, and surely will be, widely read." -The Economist "[A] challenging book, one that may change forever the way people think about the world." -Worth "No one…


Book cover of How to Lie with Statistics

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?

I am laughing out loud, even now that I am rereading this book for the umpteenth time. Fraudsters are so clever, and so is advertising. And then there is sloppy journalism with its “wow” statistics.

I like his book enormously, not least because of its witty illustrations. It is subversive, comic, and provocative, and it makes me wise to seductive, misleading practices–and it does so with a light touch.

By Darrell Huff, Irving Geis (illustrator),

Why should I read it?

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

What is this book about?

From distorted graphs and biased samples to misleading averages, there are countless statistical dodges that lend cover to anyone with an ax to grind or a product to sell. With abundant examples and illustrations, Darrell Huff's lively and engaging primer clarifies the basic principles of statistics and explains how they're used to present information in honest and not-so-honest ways. Now even more indispensable in our data-driven world than it was when first published, How to Lie with Statistics is the book that generations of readers have relied on to keep from being fooled.


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 Why Most Things Fail: Evolution, Extinction and Economics

Gerald Ashley Author Of Two Speed World: The impact of explosive and gradual change - its effect on you and everything else

From my list on decisions bloody decisions.

Why am I passionate about this?

With a long background in international banking and finance I am an advisor, writer, and speaker on behavioural risk, disruptive change & decision making. My primary interest is in understanding the decision making and risk taking processes of people and organisations, and how we can make better decisions and take more profitable risks. In addition, much of my research and work concentrates on how to understand emerging trends in business; and how our own biases and behaviours affect the way we either succeed or fail in new environments.

Gerald's book list on decisions bloody decisions

Gerald Ashley Why did Gerald love this book?

A depressing title? No not really.

Ormerod has written an entertaining and informative book on the complexity of systems, organisations, and human behaviour. Using many examples, he shows how even dominant organisations can falter and wither away.

He is particularly interesting about the nature of failure, and whether through small increases in better judgement and decision making, organisations can in fact continue to prosper.

By Paul Ormerod,

Why should I read it?

1 author picked Why Most Things Fail as one of their favorite books, and they share why you should read it.

What is this book about?

With the same originality and astuteness that marked his widely praised Butterfly Economics, Paul Ormerod now examines the “Iron Law of Failure” as it applies to business and government–and explains what can be done about it.

“Failure is all around us,” asserts Ormerod. For every General Electric–still going strong after more than one hundred years–there are dozens of businesses like Central Leather, which was one of the world’s largest companies in 1912 but was liquidated in 1952. Ormerod debunks conventional economic theory–that the world economy ticks along in perfect equilibrium according to the best-laid plans of business and government–and delves…


Book cover of Critical Mass: How One Thing Leads to Another

Julio Mario Ottino Author Of The Nexus: Augmented Thinking for a Complex World--The New Convergence of Art, Technology, and Science

From my list on the intersection of complexity, art, technology, and science.

Why am I passionate about this?

Art, technology, and science…I have been seamlessly traversing domains all my life. I grew up with twin interests in physical sciences and visual arts, finding beauty in math and art and seeing creativity as being one thing rather than something living in compartments. Art influenced my research in chaos and complexity, and blurring boundaries characterized my work as dean of engineering when creating educational/research initiatives in design, art, entrepreneurship, energy, and sustainability. I also received visible external recognition as a Guggenheim Fellow and member of both the National Academy of Engineering and the National Academy of Sciences, as well as the American Academy of Arts and Sciences.

Julio's book list on the intersection of complexity, art, technology, and science

Julio Mario Ottino Why did Julio love this book?

This book will educate you and show how ideas are connected to each other.

Could there be social science laws? What did social science borrow from physics and math? And, more surprisingly, what physics borrowed from social science when disciplines were just emerging? Complex systems serve as a backdrop for many of the stories. The history of science is far from rectilinear. That’s what makes the story fascinating.

By Philip Ball,

Why should I read it?

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

What is this book about?

Is there a 'physics of society'? Philip Ball's investigation into human nature ranges from Hobbes and Adam Smith to modern work on traffic flow and market trading, across economics, sociology and psychology. Ball shows how much of human behaviour we can understand when we cease trying to predict and analyse the behaviour of individuals and look to the impact of hundreds, thousands or millions of individual human decisions, in circumstances in which human beings both co-operate and conflict, when their aggregate behaviour is constructive and when it is destructive. By perhaps Britain's leading young science writer, this is a deeply…


Book cover of The Origin Of Wealth: Evolution, Complexity, and the Radical Remaking of Economics

Gerald Ashley Author Of Two Speed World: The impact of explosive and gradual change - its effect on you and everything else

From my list on decisions bloody decisions.

Why am I passionate about this?

With a long background in international banking and finance I am an advisor, writer, and speaker on behavioural risk, disruptive change & decision making. My primary interest is in understanding the decision making and risk taking processes of people and organisations, and how we can make better decisions and take more profitable risks. In addition, much of my research and work concentrates on how to understand emerging trends in business; and how our own biases and behaviours affect the way we either succeed or fail in new environments.

Gerald's book list on decisions bloody decisions

Gerald Ashley Why did Gerald love this book?

A fascinating look at Complexity Science and so-called self-organising systems and how they contribute to wealth creation.

This a rather long, and maybe slightly daunting, book. A criticism might be that the author is long winded in some of his detailed examination of new themes and ideas in economics. However, at the heart of the book is the desire to understand how real people, make real decisions in the real world.

By Eric Beinhocker,

Why should I read it?

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

What is this book about?

Economics is changing radically. This paradigm shift, the biggest in the field for over a century, will have profound implications for business, government and society for decades to come.

In this groundbreaking book, economic thinker and writer Eric Beinhocker surveys the cutting-edge ideas of the leading economists, physicists, biologists and cognitive scientists who are fundamentally reshaping economics, and brings their work alive for a broad audience.

These researchers argue that the economy is a 'complex adaptive system', more akin to the brain, the internet or an ecosystem than to the static picture of economic systems portrayed by traditional theory. They…


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 Descartes' Dream: The World According to Mathematics (Dover Books on Mathematics)

Ian Stewart Author Of Flatterland: Like Flatland Only More So

From my list on to find out why math isn’t what you think.

Why am I passionate about this?

As a kid I read every popular math book I could lay my hands on. When I became a mathematician I wanted to do more than teaching and research. I wanted to tell everyone what a wonderful and vital subject math is. I started writing popular math books, and soon was up to my neck in radio, TV, news media, magazines... For 12 years I wrote the mathematical Recreations Column for Scientific American. I was only the second mathematician in 170 years to deliver the Royal Institution Christmas Lectures, on TV with a live tiger. The University changed my job description: half research, half ‘outreach’. I had my dream job.

Ian's book list on to find out why math isn’t what you think

Ian Stewart Why did Ian love this book?

Mathematicians are constantly baffled by the public’s lack of awareness, not just of what mathematics does, but what it is. Today’s technological society functions only because of a vast range of mathematical concepts, techniques, and discoveries, which go far beyond elementary arithmetic and algebra. This was one of the first books to tackle these misunderstandings head on. It does so by examining not just the math and what it’s used for, but the social structures, the ‘conditions of civilization’ that have brought us to this curious state: utterly dependent on math, almost universally unaware that we are. 

By Philip J. Davis, Reuben Hersh,

Why should I read it?

1 author picked Descartes' Dream as one of their favorite books, and they share why you should read it.

What is this book about?

"A passionate plea against the use of formal mathematical reasoning as a method for solving mankind's problems. . . . An antidote to the Cartesian view that mathematical and scientific knowledge will suffice to solve the central problems of human existence." — The New York Times
"These cogitations can and should be read by every literate person." — Science Books and Films
"A warning against being seduced or intimidated by mathematics into accepting bad science, bad policies, and bad personal decisions." — Philadelphia Inquirer
Rationalist philosopher and mathematician René Descartes visualized a world unified by mathematics, in which all intellectual…


Book cover of How Not to Be Wrong: The Power of Mathematical Thinking

Martin Erwig Author Of Once Upon an Algorithm: How Stories Explain Computing

From my list on computer science without coding.

Why am I passionate about this?

I’m a professor of computer science at Oregon State University. My research focus is on programming languages, but I also work on computer science education and outreach. I grew up in Germany and moved to the United States in 2000. Since computer science is a fairly new and not widely understood discipline, I am interested in explaining its core ideas to the general public. I believe that in order to attract a more diverse set of people to the field we should emphasize that coding is only a small part of computer science.

Martin's book list on computer science without coding

Martin Erwig Why did Martin love this book?

This book is not about computing, but it is relevant in an indirect way. I love this book, since it is written in such an engaging style and illustrates with many examples that math is not a dry subject to be practiced only by mathematicians but helps everyone to solve real-world problems. The book shows how important it is to be precise in describing problems and that applying a little mathematical rigor goes a long way in solving them. Ellenberg describes mathematics as the “extension of common sense by other means.” In a similar way, I view computer science as the extension of problem-solving methods (aka “algorithms”) by other means. 

By Jordan Ellenberg,

Why should I read it?

3 authors picked How Not to Be Wrong as one of their favorite books, and they share why you should read it.

What is this book about?

"Witty, compelling, and just plain fun to read . . ." -Evelyn Lamb, Scientific American

The Freakonomics of math-a math-world superstar unveils the hidden beauty and logic of the world and puts its power in our hands

The math we learn in school can seem like a dull set of rules, laid down by the ancients and not to be questioned. 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…


5 book lists we think you will like!

Interested in math, sexism, and mathematicians?

Math 271 books
Sexism 69 books
Mathematicians 38 books