Books like The Art of Statistics: How to Learn from Data

01

Thinking, Fast and Slow

Daniel Kahneman · Psychology

Thinking, Fast and Slow is Daniel Kahneman's account of the two cognitive systems that govern human thought.

A kindred science read.

02

The Signal and the Noise

Nate Silver · Science

Nate Silver made his reputation predicting baseball statistics and then political elections.

Both dig into uncertainty.

03

Noise: A Flaw in Human Judgment

Daniel Kahneman, Olivier Sibony, and Cass R. Sunstein · Psychology

Bias gets most of the attention in discussions of judgment error.

A kindred science read.

04

Against the Gods: The Remarkable Story of Risk

Peter L. Bernstein · History

Against the Gods is Peter Bernstein's intellectual history of how humanity learned to measure, quantify, and manage risk — a story he traces from ancient gambling in the Mediterranean through the development of modern probability theory, statistics, and financial derivatives.

A kindred science read.

05

Weapons of Math Destruction

Cathy O'Neil · Science

Weapons of Math Destruction is mathematician and data scientist Cathy O'Neil's investigation of how algorithms — statistical models used to make decisions about people's lives — can perpetuate and amplify inequality rather than reduce it.

A kindred science read.

06

The Meaning of It All: Thoughts of a Citizen-Scientist

Richard P. Feynman · Science

The Meaning of It All collects three lectures Richard Feynman delivered at the University of Washington in 1963, published posthumously in 1998.

Shares uncertainty and critical thinking with The Art of Statistics: How to Learn from Data.

07

Bad Science

Ben Goldacre · Science

Bad Science is Ben Goldacre's dissection of how scientific evidence gets misrepresented, distorted, and invented in the service of selling health products, generating media coverage, and protecting bad actors from accountability.

Both dig into statistics.

08

How Not to Be Wrong: The Power of Mathematical Thinking

Jordan Ellenberg · Science

Jordan Ellenberg is a research mathematician who writes as if mathematics is something you would want to think about over dinner.

Both dig into critical thinking.

09

The Black Swan: The Impact of the Highly Improbable

Nassim Nicholas Taleb · Science

The Black Swan is Nassim Nicholas Taleb's argument that the most consequential events in history — financial crashes, technological breakthroughs, wars, pandemics — are not predictable outliers but structurally unpredictable ones.

Both dig into uncertainty.

10

The Book of Why

Judea Pearl · Science

The Book of Why is Judea Pearl's argument that the dominant tradition in statistics — which insists on correlations and avoids causal claims — is a fundamental intellectual mistake, and that building a proper science of causality is the most important unsolved problem in both science and artificial intelligence.

Both dig into statistics.

11

The Demon-Haunted World

Carl Sagan · Science

The Demon-Haunted World is Carl Sagan's argument that science is not just a body of knowledge but a way of thinking — one that humanity needs badly and uses far too rarely.

Both dig into critical thinking.

12

The Greatest Show on Earth: The Evidence for Evolution

Richard Dawkins · Science

The Greatest Show on Earth is Richard Dawkins's systematic presentation of the evidence for evolution by natural selection.

Both dig into evidence.