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The Incentives Lab
HBT-COG-0331 · Dimension COG · Cognition

Framing Effect

The same information lands differently depending on how it's wrapped.

Decision Bias·Cognitive Bias·Grade B·draft· enriching…

Scientific Definition

The same information lands differently depending on how it's wrapped.

Plain-English Definition

The same information lands differently depending on how it's wrapped.

Feynman Explanation

'90% survival' and '10% mortality' are the same number, never the same decision.

Core Principle

The same information lands differently depending on how it's wrapped.

Mechanisms

Psychological

The same information lands differently depending on how it's wrapped.

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

'90% survival' and '10% mortality' are the same number, never the same decision.

Examples

Everyday
  • Layoffs reframed as 'right-sizing' meet less resistance than the same headcount cut.
Modern (Organizational)
  • Decks engineer outcomes by engineering frames.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Re-state every choice in at least two opposing frames before deciding.

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
AI risk framed as 'opportunity cost of inaction' vs. 'governance failure' produces opposite investments.
Amplifying Incentives
Decks engineer outcomes by engineering frames.
Org Failure Modes
Decks engineer outcomes by engineering frames.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Re-state every choice in at least two opposing frames before deciding.
Diagnostic Questions
  • Re-state every choice in at least two opposing frames before deciding.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Re-state every choice in at least two opposing frames before deciding.
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 risk framed as 'opportunity cost of inaction' vs. 'governance failure' produces opposite investments.
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-0331 · COG
Framing Effect
FEABAction BiasAHAffect HeuristicABAnchoring BiasDEDecoy EffectDEDefault EffectEEEndowment EffectHDHyperbolic DiscountingIEIKEA EffectIBInformation BiasLOLaw of Triviality + …

Knowledge Graph Neighbors

Version History

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