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The Incentives Lab
HBT-COG-0018 · Dimension COG · Cognition

Affinity / Liking Bias

We favor people who are similar to us or who like us.

Social·Mental Model·Grade B·draft· enriching…

Scientific Definition

We favor people who are similar to us or who like us.

Plain-English Definition

We favor people who are similar to us or who like us.

Feynman Explanation

Hire for 'culture fit' and accidentally hire for 'looks like me'.

Core Principle

We favor people who are similar to us or who like us.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

We favor people who are similar to us or who like us.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Affinity silently shapes who gets funded, hired, and promoted.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Hire for 'culture fit' and accidentally hire for 'looks like me'.

Examples

Everyday
  • A hiring manager prefers the candidate who shares their alma mater.
Modern (Organizational)
  • Affinity silently shapes who gets funded, hired, and promoted.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Blind relevant traits and use structured scorecards.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
3 / 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
Affinity silently shapes who gets funded, hired, and promoted.
Amplifying Incentives
Affinity silently shapes who gets funded, hired, and promoted.
Org Failure Modes
Affinity silently shapes who gets funded, hired, and promoted.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Blind relevant traits and use structured scorecards.
Diagnostic Questions
  • Blind relevant traits and use structured scorecards.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Blind relevant traits and use structured scorecards.
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-COG-0018 · COG
Affinity / Liking Bias
ALAPAbilene ParadoxADActon's DictumABActor-Observer BiasAlAltruismAsAstroturfingAPAttitude PolarizationABAttribution BiasBEBarnum EffectBJBecause JustificationBCBehavioral Contagion

Knowledge Graph Neighbors

Version History

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