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The Incentives Lab
HBT-COG-0540 · Dimension COG · Cognition

Power Laws

A small number of items account for most of the value.

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

Scientific Definition

A small number of items account for most of the value.

Plain-English Definition

A small number of items account for most of the value.

Feynman Explanation

Normal distributions are the exception, not the rule.

Core Principle

A small number of items account for most of the value.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

A small number of items account for most of the value.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Don't manage power-law businesses like normal-distribution ones.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Normal distributions are the exception, not the rule.

Examples

Everyday
  • Venture returns. Wealth. Content engagement.
Modern (Organizational)
  • Don't manage power-law businesses like normal-distribution ones.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Find your power law before designing your incentives.

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
Don't manage power-law businesses like normal-distribution ones.
Amplifying Incentives
Don't manage power-law businesses like normal-distribution ones.
Org Failure Modes
Don't manage power-law businesses like normal-distribution ones.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Find your power law before designing your incentives.
Diagnostic Questions
  • Find your power law before designing your incentives.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Find your power law before designing your incentives.
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-0540 · COG
Power Laws
PLBRBase 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.