The most recommended probability books

Who picked these books? Meet our 26 experts.

26 authors created a book list connected to probability, and here are their favorite probability books.
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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 Games, Gods and Gambling

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 found a copy of this book in the sixties. That copy, much loved, was lost in moves and mayhem. Now, I only have a Dover reprint (water-logged during yet another move), but I have never been without and would search high and low if I were.

This is also a history of probability but with a very different focus. Ms. David was a statistician able to explain the calculations intuitively (good to assign to my students). But she was also thoroughly interested in the personalities involved. What was Galileo like? What happened to Pascal at Port-Royal?

I felt personally drawn into the historical narrative that often reads like a novel. 

By F. N. David,

Why should I read it?

1 author picked Games, Gods and Gambling as one of their favorite books, and they share why you should read it.

What is this book about?

The development of gambling techniques led to the beginning of modern statistics, and this absorbing history illustrates the science's rise with vignettes from the lives of Galileo, Fermat, Pascal, and others. Fascinating allusions to the classics, archaeology, biography, poetry, and fiction endow this volume with universal appeal. 1962 edition.


Book cover of Classical Probability in the Enlightenment

David Flusfeder Author Of Luck: A Personal Account of Fortune, Chance and Risk in Thirteen Investigations

From my list on luck: winning, losing, and seeing opportunity.

Why am I passionate about this?

My father, when he consented to talk about all the moments in his life when the odds against his survival were so small as to make them statistically non-existent, would say, ‘I was lucky.’ Trying to understand what he meant got me started on this book. As well as being a novelist, I’m a poker player. Luck is a subject that every poker player has a relationship to; more importantly it’s a subject that every person has a relationship to. The combination of family history and intellectual curiosity and the gambler’s desire to win drove me on this quest.

David's book list on luck: winning, losing, and seeing opportunity

David Flusfeder Why did David love this book?

Sadly, Games, Gods, and Gambling by FN David is out of print. This is the next best thing. Lorraine Daston has the supreme gift of making the complicated idea seem straightforward. This is an account of the frenzy for measuring that happened in the 18th century, and how it made the world we live in today, when the gambler’s eye for odds has become the algorithm of taming chance that guides all our decisions.

By Lorraine Daston,

Why should I read it?

1 author picked Classical Probability in the Enlightenment as one of their favorite books, and they share why you should read it.

What is this book about?

What did it mean to be reasonable in the Age of Reason? Classical probabilists from Jakob Bernouli through Pierre Simon Laplace intended their theory as an answer to this question--as "nothing more at bottom than good sense reduced to a calculus," in Laplace's words. In terms that can be easily grasped by nonmathematicians, Lorraine Daston demonstrates how this view profoundly shaped the internal development of probability theory and defined its applications.


Book cover of How Luck Happens: Using the Science of Luck to Transform Work, Love, and Life

Paula Swope Author Of Thought Snob: The Modern Spiritual Playbook for a Better Life

From my list on women who are ready for change.

Why am I passionate about this?

Although each book is different, they have all been written for the same reason—to help people obtain the life they dream of. About twenty years ago, I was broke, miserable, and surrounded by toxic people who wanted to see me fail. I had no money or support, and my future looked quite dismal until a self-help book appeared out of the clear blue. A self-help book changed the trajectory of my life, and that’s why I am passionate about this topic. After studying self-help books and dedicating my whole existence to being better, I pivoted my work from fundraising to helping people find their life purpose the way I did. 

Paula's book list on women who are ready for change

Paula Swope Why did Paula love this book?

Kaplan debunks everything you were taught about luck. If you’re like me, you were taught that some people were lucky and others weren’t. Have you ever heard someone say, “Well if I didn’t have bad luck, I wouldn’t have any luck at all!”? That’s a ridiculous thing to say because why would anyone associate luck with something bad? This is exactly what Kaplan brings an awareness to. 

Lucky people create their own luck; anyone can do it if they believe they are lucky. That’s it. Certain behaviors create luck, and those behaviors are fully outlined. For example, place affects luck. The book explains that “To get lucky, you have to be in a place where opportunities are going to be around you” (p. 53). Opportunities will elude you if you’re hanging out at the same bar with the same people for twenty years in a row. But opportunities will fall…

By Janice Kaplan, Barnaby Marsh,

Why should I read it?

1 author picked How Luck Happens as one of their favorite books, and they share why you should read it.

What is this book about?

Creator and host of the podcast The Gratitude Diaries and New York Times bestselling author Janice Kaplan examines the phenomenon of luck--and discovers the exciting ways you can grab opportunities and make luck for yourself every day.

After spending a year researching and experiencing gratitude for The Gratitude Diaries, Janice Kaplan is back to tackle another big, mysterious influence in all our lives: luck. And this time she's joined on her journey by coauthor Dr. Barnaby Marsh, a renowned academic who guides her exploration.

Together they uncover the unexpected, little-understood science behind what we call "luck," proving that many seemingly…


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…


Book cover of Mechanical Survival

Edgar Bradley Author Of Reliability Engineering: A Life Cycle Approach

From my list on inspiring a love for mechanical engineering.

Why am I passionate about this?

I don’t think I could have been anything else but an engineer. Following my father’s example, I have a love for moving metal things – both the physical/mathematical aspects and the practical aspects, that apprentices pick up. Engineering systems have personalities all their own – the noisy excitement of a racing motorcycle, the brooding, contented hum of a nuclear powerplant or the clanging and crashing of a steam locomotive in its overrun, literally with fire in its belly.

Edgar's book list on inspiring a love for mechanical engineering

Edgar Bradley Why did Edgar love this book?

This was the book that set me on the path to becoming a Reliability Engineering specialist. (Reliability Engineering being a subset of Mechanical Engineering). This book was my first exposure to reliability engineering lore, covering subjects such as the Weibull Distribution and the probabilistic approach to engineering reliability. To design and manufacture an engineering system is one thing – how to make it reliable enough to last for its projected lifetime is another. More emphasis is now being placed on these aspects of the engineering life cycle – the operation, maintenance, and divestment phases. This approach has sometimes delivered systems an order of magnitude more reliable than their 20th Century forebears.

By J.H. Bompas-Smith,

Why should I read it?

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

What is this book about?

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Book cover of The End of Average: Unlocking Our Potential by Embracing What Makes Us Different

Ruchira Chaudhary Author Of Coaching: The Secret Code to Uncommon Leadership

From my list on uncommon/exceptional leadership.

Why am I passionate about this?

I'm an executive coach, adjunct faculty at several top-tier business schools, and run a boutique firm consulting firm focused on organizational strategy solutions. My diverse and eclectic background in mergers & acquisitions, organization effectiveness, and strategy execution, coupled with two decades of experience in emerging markets in Asia, the Middle East, and North Africa, helps me grasp challenging people issues. I'm passionate about the topic of leaders as coaches having written several papers and columns. My research, and writing led Penguin to commission my book Coaching: The Secret Code to Uncommon Leadership that, released globally in late 2021 to much acclaim, is recommended by several academics as an essential read for aspiring and experienced managers. 

Ruchira's book list on uncommon/exceptional leadership

Ruchira Chaudhary Why did Ruchira love this book?

A few years ago at my son’s annual townhall in school, the principal outlined the school’s strategic game plan on a powerpoint presentation.

One of the slides that stayed with me projected a visual from the book The End of Average: How We Succeed in a World That Values Sameness.

I went back and read the book, only to realize that it resonated deeply with how we in the corporate world today (not just in schools at the elementary, middle, or senior levels) are quick to pronounce verdicts: below average, average, exceeds expectations.

The book poses some pertinent questions, and rightly so: Who came up with this principle of average? Why are we following it everywhere?

How often have we as managers just given up on people that we perceive are not ‘leadership’ material. Often these same average or poor performers can be great performers in different contexts.

Todd Rose…

By Todd Rose,

Why should I read it?

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

What is this book about?

Are you above average? Is your child an A student? Is your employee an introvert or an extrovert? Every day we are measured against the yardstick of averages, judged according to how closely we come to it or how far we deviate from it.

The assumption that metrics comparing us to an average—like GPAs, personality test results, and performance review ratings—reveal something meaningful about our potential is so ingrained in our consciousness that we don’t even question it. That assumption, says Harvard’s Todd Rose, is spectacularly—and scientifically—wrong.

In The End of Average, Rose, a rising star in the new field…


Book cover of Radical Uncertainty: Decision-Making Beyond the Numbers

Jonquil Lowe Author Of Be Your Own Financial Adviser

From my list on insights for managing your money wisely.

Why am I passionate about this?

I’m an economist who started out in stockbroking. But that felt like an exploitative industry and, looking for a more positive role, I moved to the consumer organisation Which? There, I cut my teeth helping people make the most of their money and then started my own freelance business. Along the way, I’ve worked with many clients (including financial regulators and the Open University where I now also teach), taken some of the exams financial advisers do and written 30 or so books on personal finance. The constant in my work is trying to empower individuals in the face of markets and systems that are often skewed against them.

Jonquil's book list on insights for managing your money wisely

Jonquil Lowe Why did Jonquil love this book?

US economist Frank Knight is credited with distinguishing uncertainty from risk back in 1921. Yet the two are often conflated.

Kay (an eminent economist) and King (a former Governor of the Bank of England) argue powerfully that the distinction does matter. They range widely across macroeconomics, politics, and consumer choices to show why reducing the future to a set of numbers (probabilities) creates a false – and often disastrous – illusion of power over future outcomes.

They argue that instead we should aim to make decisions that stand a reasonable chance of being robust against unknowable, as well as forecastable, paths that the future might take. That’s very much the ethos of my own books: building in resilience is a key part of successful personal financial planning.

By John Kay, Mervyn King,

Why should I read it?

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

What is this book about?

Some uncertainties are resolvable. The insurance industry's actuarial tables and the gambler's roulette wheel both yield to the tools of probability theory. Most situations in life, however, involve a deeper kind of uncertainty, a radical uncertainty for which historical data provide no useful guidance to future outcomes. Radical uncertainty concerns events whose determinants are insufficiently understood for probabilities to be known or forecasting possible. Before President Barack Obama made the fateful decision to send in the Navy Seals, his advisers offered him wildly divergent estimates of the odds that Osama bin Laden would be in the Abbottabad compound. In 2000,…


Book cover of Probability: The Science of Uncertainty: With Applications to Investments, Insurance, and Engineering

Chris Conlan Author Of Algorithmic Trading with Python: Quantitative Methods and Strategy Development

From my list on mathematics for quant finance.

Why am I passionate about this?

I am a financial data scientist. I think it is important that data scientists are highly specialized if they want to be effective in their careers. I run a business called Conlan Scientific out of Charlotte, NC where me and my team of financial data scientists tackle complicated machine learning problems for our clients. Quant trading is a gladiator’s arena of financial data science. Anyone can try it, but few succeed at it. I am sharing my top five list of math books that are essential to success in this field. I hope you enjoy.

Chris' book list on mathematics for quant finance

Chris Conlan Why did Chris love this book?

Everyone knows what probability is, and we all understand how a coin flip works, but not everyone can explain the optimal betting strategies for a roulette table. We don’t study probability to understand the likelihood of events. We study probability to understand the expected outcomes of business processes that depend on those events.

In other words, this book won’t just teach you about probabilities, it will teach you about business strategies associated with those probabilities. It will help you answer a question like: How do I maximize the profit on this life insurance policy, given this set of survival probabilities? It isn’t just a likelihood question, it is a business question. I highly recommend that anyone studying probability does so through an actuarial lens.

By Michael A. Bean,

Why should I read it?

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

What is this book about?

This book covers the basic probability of distributions with an emphasis on applications from the areas of investments, insurance, and engineering. Written by a Fellow of the Casualty Actuarial Society and the Society of Actuaries with many years of experience as a university professor and industry practitioner, the book is suitable as a text for senior undergraduate and beginning graduate students in mathematics, statistics, actuarial science, finance, or engineering as well as a reference for practitioners in these fields. The book is particularly well suited for students preparing for professional exams, and for several years it has been recommended as…


Book cover of Prospect Theory: For Risk and Ambiguity

Enrico G. De Giorgi Author Of Behavioral Finance for Private Banking: From the Art of Advice to the Science of Advice

From my list on diving into the next generation of behavioral finance.

Why am I passionate about this?

I’m a Swiss researcher and university professor who applies mathematics and psychology to build quantitative models for financial decision-making. Most of my scientific contributions belong to a field of research called behavioral finance, that is, the study of how psychology affects financial decisions. I love mathematics, and I am fascinated by its ability to describe complex mechanisms, including those that generate human behavior.  

Enrico's book list on diving into the next generation of behavioral finance

Enrico G. De Giorgi Why did Enrico love this book?

This book is certainly the most technical among my favorites. However, I cannot resist listing it here because I really love it. Honestly, I highly esteem Peter Wakker, and I learned tremendously much from his scientific papers. Therefore, I read this book with high expectations, and these were fully fulfilled.

I learned from this book what prospect theory is and how it developed. I learned Prof. Wakker’s view on decision theory, and this strongly shaped my personal understanding of many decision-theoretical problems.

By Peter P. Wakker,

Why should I read it?

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

What is this book about?

Prospect Theory: For Risk and Ambiguity, provides a comprehensive and accessible textbook treatment of the way decisions are made both when we have the statistical probabilities associated with uncertain future events (risk) and when we lack them (ambiguity). The book presents models, primarily prospect theory, that are both tractable and psychologically realistic. A method of presentation is chosen that makes the empirical meaning of each theoretical model completely transparent. Prospect theory has many applications in a wide variety of disciplines. The material in the book has been carefully organized to allow readers to select pathways through the book relevant to…


Book cover of How to Lie with Statistics
Book cover of Games, Gods and Gambling
Book cover of Classical Probability in the Enlightenment

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