Dr. Wallace’s Favorite Mental Models
Do not multiply assumptions without need

Occam's Razor

When several explanations fit the evidence, prefer the one that does the job with fewer unsupported assumptions. Simpler is not automatically true. It is a better starting point when it explains the evidence adequately.

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In one sentence

Among explanations that adequately fit the evidence, prefer the one requiring fewer unnecessary assumptions.

Core question

Which explanation accounts for the evidence with the fewest unsupported assumptions?

Best for

Diagnosis, troubleshooting, research, strategy and situations with several plausible explanations.

Fast overview

Adequate explanation + fewer unnecessary assumptions = better starting hypothesis

Occam's Razor is a rule of reasoning, not a law of nature. Its classic idea is associated with William of Ockham. The practical lesson is to avoid adding causes, entities or assumptions unless the evidence requires them.

The razor compares explanations that account for the evidence. It does not favor a simple explanation that leaves important facts unexplained.

Mental Model Compass

Use whenSeveral explanations fit what you know.
Look forExtra assumptions and unsupported mechanisms.
AskWhat must I assume for each explanation to work?
AvoidEquating simplicity with truth.

Learn it progressively

1

Define the observation

Separate what happened from your interpretation of it.

2

Generate alternatives

List realistic competing explanations.

3

Expose assumptions

Ask what must be true beyond the established evidence.

4

Remove needless complexity

Prefer an adequate explanation that asks you to assume less.

5

Test what separates them

Find evidence that would distinguish the leading explanations, then update.

Interactive assumption audit

Compare two explanations. Count meaningful assumptions not already established by the evidence. A lower count is a simplicity advantage, not proof.

Explanation A

Explanation B

See it in practice

Technology

A site fails after a deployment. Check a configuration error before assuming an unrelated simultaneous infrastructure failure, while still testing alternatives.

Management

Sales fall after a price increase. Test whether the price change explains the behavior before adding several new causes.

Everyday reasoning

A colleague misses a meeting. Calendar confusion may initially require fewer assumptions than deliberate avoidance. New evidence can change the judgment.

Worked application

Why did sign-ups drop?

Observation: Registration fell sharply after a form change.

Explanation A: The new form introduced friction. It is directly testable and requires one main new assumption.

Explanation B: The market lost interest, competitors changed behavior and audience preferences shifted simultaneously.

Application: Test the form first. If analytics show it works normally, the simpler explanation loses support. The razor guides inquiry. Evidence decides.

Common mistakes

Choosing the shortest story

Few words do not mean few assumptions.

Treating simplicity as proof

The simpler explanation can be wrong. It earns priority for testing, not automatic acceptance.

Cutting required complexity

If evidence requires several causes, removing them makes the explanation worse.

Ignoring evidence

Simplicity cannot override strong observations or relevant prior knowledge.

When not to use it

Do not use Occam's Razor as the sole rule when explanations fit the evidence differently, when rare but serious possibilities must be ruled out or when domain knowledge changes their plausibility. Establish what the evidence supports first. Use simplicity to prioritize testing among adequate explanations.

Related mental models

Bayesian Updating

Combine prior plausibility with new evidence more formally.

First Principles Thinking

Separate what is known from what is assumed.

Inversion

Ask what evidence would show your leading explanation is wrong.

Try It Yourself prompt builder

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Make Occam's Razor reusable in your AI workflow

Compare explanations, expose assumptions and identify the simplest explanation that adequately fits the evidence.

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