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HBT-COG-0251 · Dimension COG · Cognition

Dread Aversion

Dread weighs roughly double in our calculus what the equivalent gain does.

Risk·Mental Model·Grade B·draft· enriching…
In one paragraph

Dread Aversion is dread weighs roughly double in our calculus what the equivalent gain does. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0251, within the Risk family. The core principle: dread weighs roughly double in our calculus what the equivalent gain does. 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

Dread weighs roughly double in our calculus what the equivalent gain does.

Plain-English Definition

Dread weighs roughly double in our calculus what the equivalent gain does.

Feynman Explanation

We hate losing twice as much as we love winning.

Core Principle

Dread weighs roughly double in our calculus what the equivalent gain does.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Dread weighs roughly double in our calculus what the equivalent gain does.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Selling change requires defusing dread, not just promising gain.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

We hate losing twice as much as we love winning.

Examples

Everyday
  • Why customers resist switching even when alternatives are clearly better.
Modern (Organizational)
  • Selling change requires defusing dread, not just promising gain.
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

Most organizations meet this element as a personnel problem. It is not one. The mechanism underneath it is straightforward: dread weighs roughly double in our calculus what the equivalent gain does. You can recognize it in the field by its signature: we hate losing twice as much as we love winning. 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, selling change requires defusing dread, not just promising gain. It is amplified whenever selling change requires defusing dread, not just promising gain. Inside organizations that shows up as selling change requires defusing dread, not just promising gain. 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 address loss aversion explicitly in change communication. The leverage is not in explaining the behavior to people. It is in changing what the behavior earns.

Famous Experiments

Pending editorial review.

Design Principles

  • Address loss aversion explicitly in change communication.

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
Selling change requires defusing dread, not just promising gain.
Amplifying Incentives
Selling change requires defusing dread, not just promising gain.
Org Failure Modes
Selling change requires defusing dread, not just promising gain.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Address loss aversion explicitly in change communication.
Diagnostic Questions
  • Address loss aversion explicitly in change communication.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Address loss aversion explicitly in change communication.
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-0251 · COG
Dread Aversion
DAAEAmbiguity EffectCECertainty EffectCVConvexity vs. Concav…DSDark Side of InfluenceMOMargin of SafetyMLMyopic Loss AversionPOPoint of No ReturnPEPossibility EffectPNProbability NeglectRCRisk Compensation

Knowledge Graph Neighbors

Where Dread Aversion is cited in the corpus

Questions about Dread Aversion

What is Dread Aversion?
Dread Aversion is dread weighs roughly double in our calculus what the equivalent gain does. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0251, within the Risk family. The core principle: dread weighs roughly double in our calculus what the equivalent gain does. 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 Dread Aversion?
Selling change requires defusing dread, not just promising gain. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0251).
How is Dread Aversion exploited?
Selling change requires defusing dread, not just promising gain.
How do you design around Dread Aversion?
Address loss aversion explicitly in change communication.
Which behavioral dimension does Dread Aversion belong to?
Dread Aversion is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Risk", class "Mental Model". Its permanent identifier is HBT-COG-0251 and its evidence grade is B.

Version History

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