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HBT-COG-0173 · Dimension COG · Cognition

Conflict of Interest

Competing loyalties that compromise judgment.

Ethics·Concept·Grade C·draft· enriching…
In one paragraph

Conflict of Interest is competing loyalties that compromise judgment. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0173, within the Ethics family. The core principle: competing loyalties that compromise judgment. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.

Scientific Definition

Competing loyalties that compromise judgment.

Plain-English Definition

Competing loyalties that compromise judgment.

Feynman Explanation

Disclosure is the bandage; structural separation is the cure.

Core Principle

Competing loyalties that compromise judgment.

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

Disclosure is the bandage; structural separation is the cure.

Examples

Everyday
  • An advisor paid by the product they recommend.
Modern (Organizational)
  • Org structures with built-in COIs leak trust continuously.
Historical

Pending editorial review.

Lab Commentary

Original analysis from The Incentives Lab — how this element behaves inside real payoff structures.

Why this element matters to incentive design

Executives usually notice this element only after it has cost something. By then it looks like a one-off. It is not. The mechanism underneath it operates in the Cognition dimension — how do we think?. You can recognize it in the field by its signature: disclosure is the bandage; structural separation is the cure. Every element in the Cognition dimension changes the perceived payoff of an action before the action happens, which is exactly where incentive design has leverage.

How it gets exploited

Left undesigned, model vendors evaluating their own models on their own benchmarks. It is amplified whenever org structures with built-in COIs leak trust continuously. Inside organizations that shows up as org structures with built-in COIs leak trust continuously. The pattern is the same one Goodhart's Law describes: the measurable proxy attracts the effort, and the purpose behind it quietly loses funding.

How the Lab designs around it

The redesign move is to separate decision rights from financial interest. Design against it the way you would design against a known failure mode — assume it will appear, and price the exploit before someone finds it.

Famous Experiments

Pending editorial review.

Design Principles

  • Separate decision rights from financial interest.

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
Model vendors evaluating their own models on their own benchmarks.
Amplifying Incentives
Org structures with built-in COIs leak trust continuously.
Org Failure Modes
Org structures with built-in COIs leak trust continuously.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Separate decision rights from financial interest.
Diagnostic Questions
  • Separate decision rights from financial interest.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Separate decision rights from financial interest.
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
Model vendors evaluating their own models on their own benchmarks.
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-0173 · COG
Conflict of Interest
COJuJusticeTrTransparencyAcAccountabilityASAdverse SelectionAuAuthorityAwAweBLBalancing LoopBeBelongingCACollective Action Pr…CoCompetence

Knowledge Graph Neighbors

Where Conflict of Interest is cited in the corpus

Questions about Conflict of Interest

What is Conflict of Interest?
Conflict of Interest is competing loyalties that compromise judgment. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0173, within the Ethics family. The core principle: competing loyalties that compromise judgment. In incentive terms, it matters because it changes the payoff people perceive before they choose — which means it can be designed for, or exploited.
What is an example of Conflict of Interest?
Org structures with built-in COIs leak trust continuously. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0173).
How is Conflict of Interest exploited?
Model vendors evaluating their own models on their own benchmarks.
How do you design around Conflict of Interest?
Separate decision rights from financial interest.
Which behavioral dimension does Conflict of Interest belong to?
Conflict of Interest is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Ethics", class "Concept". Its permanent identifier is HBT-COG-0173 and its evidence grade is C.

Version History

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