What Intelligence Tests Miss

The Psychology of Rational Thought

Framework

by

Keith E. Stanovich

2009

2009

A framework book that explains how rational thinking differs from IQ, and why rationality is more important. The book argues that IQ measures only part of human cognitive ability and doesn't measure the rational thinking skills that actually drive good decisions. The author introduces the concept of dysrationalia (smart people making stupid decisions) and builds a detailed taxonomy of reasoning errors that explains what causes those bad decisions and how to correct them. The most interesting of these are mindware gaps and contaminated mindware.

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Jermaine's Notes

April 2026

Best book I've read on how rational decision-making works and how the brain processes information. Covers the principles of rational thinking systematically — a real framework, not just a list of biases. Mindware gaps and contaminated mindware were the standout sections — light bulb moments that explain a lot of the irrational behavior you see in society. A bit academic in places, but worth it. Read 2010 paperback.

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A framework book by Richards J. Heuer Jr., a 45-year veteran of the CIA, on how to make sense of complex situations using a structured intelligence analysis methodology. The book explains how analysts think, why they make mistakes, and how they can improve their judgment in high-stakes, uncertain environments. Heuer details the mental shortcuts, assumptions, and cognitive limitations that can lead to flawed analysis, and he emphasizes the importance of trying to disprove hypotheses rather than confirm them. He introduces Analysis of Competing Hypotheses (ACH), an eight-step framework grounded in cognitive psychology, decision analysis, and the scientific method. ACH forces analysts to identify all plausible hypotheses and test each against the available evidence, allowing the hypotheses that have not been disproved by the available evidence to survive instead of evaluating one favored explanation in isolation.
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