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The Incentives Lab
HBT-COG-0418 · Dimension COG · Cognition

Justice

Perceived fairness of outcomes, process, and treatment.

Ethics·Concept·Grade C·draft· enriching…

Scientific Definition

Perceived fairness of outcomes, process, and treatment.

Plain-English Definition

Perceived fairness of outcomes, process, and treatment.

Feynman Explanation

People can accept losing; they can't accept being treated unfairly while losing.

Core Principle

Perceived fairness of outcomes, process, and treatment.

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

People can accept losing; they can't accept being treated unfairly while losing.

Examples

Everyday
  • Layoffs handled with dignity preserve more value than the severance line item.
Modern (Organizational)
  • Procedural justice predicts trust more than distributional outcomes.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Design for explainability and recourse, not just correctness.

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
AI decisions are judged on perceived fairness, not just accuracy.
Amplifying Incentives
Procedural justice predicts trust more than distributional outcomes.
Org Failure Modes
Procedural justice predicts trust more than distributional outcomes.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Design for explainability and recourse, not just correctness.
Diagnostic Questions
  • Design for explainability and recourse, not just correctness.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Design for explainability and recourse, not just correctness.
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
AI decisions are judged on perceived fairness, not just accuracy.
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-0418 · COG
Justice
JuCOConflict of InterestTrTransparencyAcAccountabilityASAdverse SelectionAuAuthorityAwAweBLBalancing LoopBeBelongingCACollective Action Pr…CoCompetence

Knowledge Graph Neighbors

Version History

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