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The Incentives Lab
HBT-INC-0137 · Dimension INC · Incentives

Goodhart's Law

When a measure becomes a target, it ceases to be a good measure.

Universal Pattern Perverse Pattern·Perverse Incentive·Grade C·draft· enriching…

Scientific Definition

When a measure becomes a target, it ceases to be a good measure.

Plain-English Definition

When a measure becomes a target, it ceases to be a good measure.

Feynman Explanation

The metric you optimize is the metric that betrays you.

Core Principle

When a measure becomes a target, it ceases to be a good measure.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

When a measure becomes a target, it ceases to be a good measure.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Every KPI eventually corrodes if attached to comp without offsetting metrics.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

The metric you optimize is the metric that betrays you.

Examples

Everyday
  • Customer service teams optimizing 'time to close ticket' produce un-resolved tickets, fast.
Modern (Organizational)
  • Every KPI eventually corrodes if attached to comp without offsetting metrics.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Pair every metric with a counter-metric. Rotate KPIs. Audit gamification.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
C (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
4 / 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
Every KPI eventually corrodes if attached to comp without offsetting metrics.
Amplifying Incentives
Every KPI eventually corrodes if attached to comp without offsetting metrics.
Org Failure Modes
Every KPI eventually corrodes if attached to comp without offsetting metrics.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Pair every metric with a counter-metric. Rotate KPIs. Audit gamification.
Diagnostic Questions
  • Pair every metric with a counter-metric. Rotate KPIs. Audit gamification.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Pair every metric with a counter-metric. Rotate KPIs. Audit gamification.
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-INC-0137 · INC
Goodhart's Law
GLAPAnnual Performance R…CLCampbell's LawCOCharity Overhead TrapCOCharity Overhead Tra…CECobra EffectEMEfficiency MonocultureFLFederal Land Exchang…HDHyper-Specialization…LOLocal-Optimum Optimi…MIMisaligned Incentive…

Knowledge Graph Neighbors

Auto-linked to the rest of the Human Behavior Taxonomy by family, domain, dimension, and shared keywords.

Version History

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