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The Incentives Lab
HBT-COG-0553 · Dimension COG · Cognition

Probability Neglect

We ignore probability when outcomes are emotionally charged.

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

Scientific Definition

We ignore probability when outcomes are emotionally charged.

Plain-English Definition

We ignore probability when outcomes are emotionally charged.

Feynman Explanation

Fear and hope both make math disappear.

Core Principle

We ignore probability when outcomes are emotionally charged.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

We ignore probability when outcomes are emotionally charged.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Emotional risks get funded; boring risks get ignored.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Fear and hope both make math disappear.

Examples

Everyday
  • Spending disproportionately on a sensational but rare risk.
Modern (Organizational)
  • Emotional risks get funded; boring risks get ignored.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Quantify probabilities before allocating resources to risks.

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
Emotional risks get funded; boring risks get ignored.
Amplifying Incentives
Emotional risks get funded; boring risks get ignored.
Org Failure Modes
Emotional risks get funded; boring risks get ignored.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Quantify probabilities before allocating resources to risks.
Diagnostic Questions
  • Quantify probabilities before allocating resources to risks.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Quantify probabilities before allocating resources to risks.
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-0553 · COG
Probability Neglect
PNAEAmbiguity EffectCECertainty EffectCVConvexity vs. Concav…DSDark Side of InfluenceDADread AversionMOMargin of SafetyMLMyopic Loss AversionPOPoint of No ReturnPEPossibility EffectRCRisk Compensation

Knowledge Graph Neighbors

Version History

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