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The Incentives Lab
HBT-COG-0072 · Dimension COG · Cognition

Attribute Substitution

Replacing a hard question with an easier one without realizing it.

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

Scientific Definition

Replacing a hard question with an easier one without realizing it.

Plain-English Definition

Replacing a hard question with an easier one without realizing it.

Feynman Explanation

How much is this company worth? We answered how much we like the CEO.

Core Principle

Replacing a hard question with an easier one without realizing it.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Replacing a hard question with an easier one without realizing it.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Simpler proxies constantly replace the real target.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

How much is this company worth? We answered how much we like the CEO.

Examples

Everyday
  • Judging a complex policy by how easy its slogan is to remember.
Modern (Organizational)
  • Simpler proxies constantly replace the real target.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Write the hard question down and audit the substitute you used.

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
Simpler proxies constantly replace the real target.
Amplifying Incentives
Simpler proxies constantly replace the real target.
Org Failure Modes
Simpler proxies constantly replace the real target.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Write the hard question down and audit the substitute you used.
Diagnostic Questions
  • Write the hard question down and audit the substitute you used.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Write the hard question down and audit the substitute you used.
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-0072 · COG
Attribute Substitution
ASAbAbstractionsABAdaptive BiasABAdditive BiasAAAffirming a DisjunctADAgent DetectionARAlder's RazorAlAlgorithmsAMAll Models Are WrongABAllegiance BiasAFAnecdotal Fallacy

Knowledge Graph Neighbors

Version History

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