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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…
In one paragraph

Goodhart's Law is when a measure becomes a target, it ceases to be a good measure. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0137, within the Universal Pattern Perverse Pattern family. The core principle: when a measure becomes a target, it ceases to be a good measure. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.

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.

Lab Commentary

Original analysis from The Incentives Lab — how this element behaves inside real payoff structures.

Why this element matters to incentive design

When this element shows up in a diagnostic, the instinct is to train people out of it. Training rarely moves it. The mechanism underneath it is straightforward: when a measure becomes a target, it ceases to be a good measure. You can recognize it in the field by its signature: the metric you optimize is the metric that betrays you. Every element in the Incentives dimension changes the perceived payoff of an action before the action happens, which is exactly where incentive design has leverage.

How it gets exploited

Left undesigned, every KPI eventually corrodes if attached to comp without offsetting metrics. It is amplified whenever every KPI eventually corrodes if attached to comp without offsetting metrics. Inside organizations that shows up as every KPI eventually corrodes if attached to comp without offsetting metrics. The pattern is the same one Goodhart's Law describes: the measurable proxy attracts the effort, and the purpose behind it quietly loses funding.

How the Lab designs around it

The redesign move is to pair every metric with a counter-metric. Rotate KPIs. Audit gamification. Watch for it at the boundaries: handoffs, promotions, incident reviews, and budget cycles are where this element gets its power.

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.

Where Goodhart's Law is cited in the corpus

Questions about Goodhart's Law

What is Goodhart's Law?
Goodhart's Law is when a measure becomes a target, it ceases to be a good measure. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0137, within the Universal Pattern Perverse Pattern family. The core principle: when a measure becomes a target, it ceases to be a good measure. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.
What is an example of Goodhart's Law?
Every KPI eventually corrodes if attached to comp without offsetting metrics. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-INC-0137).
How is Goodhart's Law exploited?
Every KPI eventually corrodes if attached to comp without offsetting metrics.
How do you design around Goodhart's Law?
Pair every metric with a counter-metric. Rotate KPIs. Audit gamification.
Which behavioral dimension does Goodhart's Law belong to?
Goodhart's Law is classified in the Incentives dimension (INC) of the Human Behavior Taxonomy™, family "Universal Pattern Perverse Pattern", class "Perverse Incentive". Its permanent identifier is HBT-INC-0137 and its evidence grade is C.

Version History

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