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HBT-INC-0049 · Dimension INC · Incentives

Campbell's Law

The more a quantitative indicator drives decisions, the more it distorts the process it measures.

Universal Pattern Perverse Pattern·Perverse Incentive·Grade C·draft· enriching…
In one paragraph

Campbell's Law is the more a quantitative indicator drives decisions, the more it distorts the process it measures. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0049, within the Universal Pattern Perverse Pattern family. The core principle: the more a quantitative indicator drives decisions, the more it distorts the process it measures. 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

The more a quantitative indicator drives decisions, the more it distorts the process it measures.

Plain-English Definition

The more a quantitative indicator drives decisions, the more it distorts the process it measures.

Feynman Explanation

Measure something hard enough and you'll deform it.

Core Principle

The more a quantitative indicator drives decisions, the more it distorts the process it measures.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

The more a quantitative indicator drives decisions, the more it distorts the process it measures.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Quarterly earnings driving behaviors that destroy long-term value.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Measure something hard enough and you'll deform it.

Examples

Everyday
  • Standardized testing in schools producing teaching-to-the-test.
Modern (Organizational)
  • Quarterly earnings driving behaviors that destroy long-term value.
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

This element is common enough to feel like human nature and specific enough to be engineered around. The mechanism underneath it is straightforward: the more a quantitative indicator drives decisions, the more it distorts the process it measures. You can recognize it in the field by its signature: measure something hard enough and you'll deform it. 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, quarterly earnings driving behaviors that destroy long-term value. It is amplified whenever quarterly earnings driving behaviors that destroy long-term value. Inside organizations that shows up as quarterly earnings driving behaviors that destroy long-term value. 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 distinguish leading from lagging indicators. Protect intent from measurement. The leverage is not in explaining the behavior to people. It is in changing what the behavior earns.

Famous Experiments

Pending editorial review.

Design Principles

  • Distinguish leading from lagging indicators. Protect intent from measurement.

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
Quarterly earnings driving behaviors that destroy long-term value.
Amplifying Incentives
Quarterly earnings driving behaviors that destroy long-term value.
Org Failure Modes
Quarterly earnings driving behaviors that destroy long-term value.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Distinguish leading from lagging indicators. Protect intent from measurement.
Diagnostic Questions
  • Distinguish leading from lagging indicators. Protect intent from measurement.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Distinguish leading from lagging indicators. Protect intent from measurement.
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-0049 · INC
Campbell's Law
CLAPAnnual Performance R…COCharity Overhead TrapCOCharity Overhead Tra…CECobra EffectEMEfficiency MonocultureFLFederal Land Exchang…GLGoodhart's LawHDHyper-Specialization…LOLocal-Optimum Optimi…MIMisaligned Incentive…

Knowledge Graph Neighbors

Where Campbell's Law is cited in the corpus

Questions about Campbell's Law

What is Campbell's Law?
Campbell's Law is the more a quantitative indicator drives decisions, the more it distorts the process it measures. It sits in the Incentives dimension (INC) of the Human Behavior Taxonomy™ as element HBT-INC-0049, within the Universal Pattern Perverse Pattern family. The core principle: the more a quantitative indicator drives decisions, the more it distorts the process it measures. 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 Campbell's Law?
Quarterly earnings driving behaviors that destroy long-term value. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-INC-0049).
How is Campbell's Law exploited?
Quarterly earnings driving behaviors that destroy long-term value.
How do you design around Campbell's Law?
Distinguish leading from lagging indicators. Protect intent from measurement.
Which behavioral dimension does Campbell's Law belong to?
Campbell'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-0049 and its evidence grade is C.

Version History

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