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The Incentives Lab
HBT-COG-0026 · Dimension COG · Cognition

Allegiance Bias

Researchers favor conclusions aligned with their school, team, or sponsor.

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

Scientific Definition

Researchers favor conclusions aligned with their school, team, or sponsor.

Plain-English Definition

Researchers favor conclusions aligned with their school, team, or sponsor.

Feynman Explanation

The data is neutral. The analyst is not.

Core Principle

Researchers favor conclusions aligned with their school, team, or sponsor.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Researchers favor conclusions aligned with their school, team, or sponsor.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Internal analytics often tell the story the team wants to hear.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

The data is neutral. The analyst is not.

Examples

Everyday
  • A pharma study funded by the drug's manufacturer finds more positive results.
Modern (Organizational)
  • Internal analytics often tell the story the team wants to hear.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Assign independent analysts and pre-register hypotheses.

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
Internal analytics often tell the story the team wants to hear.
Amplifying Incentives
Internal analytics often tell the story the team wants to hear.
Org Failure Modes
Internal analytics often tell the story the team wants to hear.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Assign independent analysts and pre-register hypotheses.
Diagnostic Questions
  • Assign independent analysts and pre-register hypotheses.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Assign independent analysts and pre-register hypotheses.
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-0026 · COG
Allegiance Bias
ABAbAbstractionsABAdaptive BiasABAdditive BiasAAAffirming a DisjunctADAgent DetectionARAlder's RazorAlAlgorithmsAMAll Models Are WrongAFAnecdotal FallacyATAppeal to Majority

Knowledge Graph Neighbors

Version History

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