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MENTAL MODEL · M7135

Clustering Illusion

Clustering Illusion
Learn & MetacognitionHigh supportCognitive Science
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Updated 2026-08-09

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INTRODUCTION

English translation pending.

CORE DEFINITION

A cognitive bias in which people perceive meaningful patterns, streaks, or clusters in data that is in fact random. Its core proposition is that human pattern recognition evolved where missing a real threat cost more than a false alarm, so the faculty over-fires on random sequences, and genuine randomness reliably produces apparent clusters at small sample sizes. The qualifier is that this does not mean no real patterns exist, so each suspected cluster must be tested rather than dismissed.

SCAFFOLDING EFFECT

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- Default hypothesis: when you see a pattern, first assume it may be random noise. - Simulation test: generate many random sequences and compare their clustering with what you observed. - Probability estimate: compute how often such a cluster would appear by chance before claiming a cause.

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Random processes produce runs and clumps far more often than intuition expects, because clustering is a property of the sequence rather than evidence of a cause. When the perceptual system is tuned to over-detect patterns, those ordinary clumps read as signals, and only a probability calculation or a simulated comparison can distinguish them from noise.

MINIMUM ACTION

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Source support: Explicit

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    en.wikipedia.orghttps://en.wikipedia.org/wiki/Clustering_illusionZH · Explicit
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