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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…
In one paragraph

Framing Effect is the same information lands differently depending on how it's wrapped. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0331, within the Decision Bias family. The core principle: the same information lands differently depending on how it's wrapped. 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

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.

Lab Commentary

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

Why this element matters to incentive design

This is one of the elements leaders describe as a values gap. It is a payoff gap. The mechanism underneath it is straightforward: the same information lands differently depending on how it's wrapped. You can recognize it in the field by its signature: '90% survival' and '10% mortality' are the same number, never the same decision. 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, aI risk framed as 'opportunity cost of inaction' vs. 'governance failure' produces opposite investments. It is amplified whenever decks engineer outcomes by engineering frames. Inside organizations that shows up as decks engineer outcomes by engineering frames. 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 re-state every choice in at least two opposing frames before deciding. The test of any redesign here is simple: after the change, can you name what the organization is now doing less of? If not, the payoff structure did not actually move.

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

Where Framing Effect is cited in the corpus

Questions about Framing Effect

What is Framing Effect?
Framing Effect is the same information lands differently depending on how it's wrapped. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0331, within the Decision Bias family. The core principle: the same information lands differently depending on how it's wrapped. 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 Framing Effect?
Decks engineer outcomes by engineering frames. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0331).
How is Framing Effect exploited?
AI risk framed as 'opportunity cost of inaction' vs. 'governance failure' produces opposite investments.
How do you design around Framing Effect?
Re-state every choice in at least two opposing frames before deciding.
Which behavioral dimension does Framing Effect belong to?
Framing Effect is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Decision Bias", class "Cognitive Bias". Its permanent identifier is HBT-COG-0331 and its evidence grade is B.

Version History

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