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The Incentives Lab
HBT-COG-0393 · Dimension COG · Cognition

Incentive Drift

Reward systems slowly diverge from the outcomes they were meant to drive.

Incentives·Concept·Grade C·draft· enriching…

Scientific Definition

Reward systems slowly diverge from the outcomes they were meant to drive.

Plain-English Definition

Reward systems slowly diverge from the outcomes they were meant to drive.

Feynman Explanation

Today's KPI is tomorrow's perverse incentive in a suit.

Core Principle

Reward systems slowly diverge from the outcomes they were meant to drive.

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

Today's KPI is tomorrow's perverse incentive in a suit.

Examples

Everyday
  • Sales comp plans that once drove growth now reward end-of-quarter discounting.
Modern (Organizational)
  • Most strategy decay is unmeasured incentive drift.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Re-baseline incentives against outcomes every 6–12 months.

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
Reward models drift as the world they describe shifts.
Amplifying Incentives
Most strategy decay is unmeasured incentive drift.
Org Failure Modes
Most strategy decay is unmeasured incentive drift.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Re-baseline incentives against outcomes every 6–12 months.
Diagnostic Questions
  • Re-baseline incentives against outcomes every 6–12 months.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Re-baseline incentives against outcomes every 6–12 months.
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
Reward models drift as the world they describe shifts.
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-0393 · COG
Incentive Drift
IDIBIncentive BlindnessIDIncentive DebtIEIncentive EntropyIGIncentive GravityMFMetric FixationAcAccountabilityASAdverse SelectionAuAuthorityAwAweBLBalancing Loop

Knowledge Graph Neighbors

Version History

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