Skip to main content
The Incentives Lab
HBT-COG-0394 · Dimension COG · Cognition

Incentive Entropy

Without active design, incentives decay toward gameable proxies.

Incentives·Concept·Grade C·draft· enriching…

Scientific Definition

Without active design, incentives decay toward gameable proxies.

Plain-English Definition

Without active design, incentives decay toward gameable proxies.

Feynman Explanation

Left alone, every metric becomes the goal it was meant to measure.

Core Principle

Without active design, incentives decay toward gameable proxies.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Pending editorial review.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Left alone, every metric becomes the goal it was meant to measure.

Examples

Everyday
  • Customer satisfaction scores that managers learn to coach customers into giving.
Modern (Organizational)
  • Entropy is the default; alignment is the work.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Rotate measures; pair metrics with judgment reviews.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
C (A strongest → E speculative)
Replication
★★☆☆☆
Intervention Confidence
2 / 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
Optimization pressure accelerates the decay of any metric into a proxy.
Amplifying Incentives
Entropy is the default; alignment is the work.
Org Failure Modes
Entropy is the default; alignment is the work.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Rotate measures; pair metrics with judgment reviews.
Diagnostic Questions
  • Rotate measures; pair metrics with judgment reviews.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Rotate measures; pair metrics with judgment reviews.
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
Optimization pressure accelerates the decay of any metric into a proxy.
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-0394 · COG
Incentive Entropy
IEIBIncentive BlindnessIDIncentive DebtIDIncentive DriftIGIncentive GravityMFMetric FixationAcAccountabilityASAdverse SelectionAuAuthorityAwAweBLBalancing Loop

Knowledge Graph Neighbors

Version History

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