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The Incentives Lab
HBT-COG-0431 · Dimension COG · Cognition

Law of Small Numbers

We expect small samples to reflect population properties.

Probability·Mental Model·Grade B·draft· enriching…

Scientific Definition

We expect small samples to reflect population properties.

Plain-English Definition

We expect small samples to reflect population properties.

Feynman Explanation

Three data points do not a trend make. Unless you are in a hurry.

Core Principle

We expect small samples to reflect population properties.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

We expect small samples to reflect population properties.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Small samples create false confidence.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Three data points do not a trend make. Unless you are in a hurry.

Examples

Everyday
  • A three-month sales trend drives a strategy change.
Modern (Organizational)
  • Small samples create false confidence.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Use confidence intervals and resist overinterpreting small samples.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
3 / 5
Consensus
Pending editorial review (HBT v1.0 auto-seed).
Limitations
Pending editorial review (HBT v1.0 auto-seed).
Open Research Questions

Pending editorial review.

Primary References

Pending editorial review.

Signature Section

The Perverse Incentive Lens™

How this behavior is exploited — and how to redesign around it.

Exploitation
Small samples create false confidence.
Amplifying Incentives
Small samples create false confidence.
Org Failure Modes
Small samples create false confidence.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Use confidence intervals and resist overinterpreting small samples.
Diagnostic Questions
  • Use confidence intervals and resist overinterpreting small samples.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Use confidence intervals and resist overinterpreting small samples.
Team
Pending editorial review (HBT v1.0 auto-seed).
Organization
Pending editorial review (HBT v1.0 auto-seed).
Policy
Pending editorial review (HBT v1.0 auto-seed).
AI Implications
Detection
Pending editorial review (HBT v1.0 auto-seed).
Measurement
Pending editorial review (HBT v1.0 auto-seed).
Mitigation
Pending editorial review (HBT v1.0 auto-seed).
Responsible Use
Pending editorial review (HBT v1.0 auto-seed).

Interactive Mini Network

Click any neighbor to re-center the graph and follow the threads of connection.

HBT-COG-0431 · COG
Law of Small Numbers
LOBRBase Rate FallacyBRBayes' Rule (Updating)BTBayes' TheoremBUBayesian UpdatingBLBeginner's LuckBSBlack SwanCoCoincidenceDiDistributionsErErgodicityFEFermi Estimate

Knowledge Graph Neighbors

Version History

v1.1.0 · 2026-06-28Initial auto-seed from corpus.