Skip to main content
HBT-COG-0553 · Dimension COG · Cognition

Probability Neglect

We ignore probability when outcomes are emotionally charged.

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

Probability Neglect is we ignore probability when outcomes are emotionally charged. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0553, within the Risk family. The core principle: we ignore probability when outcomes are emotionally charged. 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

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.

Lab Commentary

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

Why this element matters to incentive design

The mistake with this element is treating it as irrationality. It is almost always a rational response to a payoff nobody wrote down. The mechanism underneath it is straightforward: we ignore probability when outcomes are emotionally charged. You can recognize it in the field by its signature: fear and hope both make math disappear. 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, emotional risks get funded; boring risks get ignored. It is amplified whenever emotional risks get funded; boring risks get ignored. Inside organizations that shows up as emotional risks get funded; boring risks get ignored. 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 quantify probabilities before allocating resources to risks. 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

  • 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

Where Probability Neglect is cited in the corpus

Questions about Probability Neglect

What is Probability Neglect?
Probability Neglect is we ignore probability when outcomes are emotionally charged. It sits in the Cognition dimension (COG) of the Human Behavior Taxonomy™ as element HBT-COG-0553, within the Risk family. The core principle: we ignore probability when outcomes are emotionally charged. 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 Probability Neglect?
Emotional risks get funded; boring risks get ignored. The Incentives Lab catalogs everyday, organizational, and historical instances of this element on its Human Behavior Taxonomy™ page (HBT-COG-0553).
How is Probability Neglect exploited?
Emotional risks get funded; boring risks get ignored.
How do you design around Probability Neglect?
Quantify probabilities before allocating resources to risks.
Which behavioral dimension does Probability Neglect belong to?
Probability Neglect is classified in the Cognition dimension (COG) of the Human Behavior Taxonomy™, family "Risk", class "Mental Model". Its permanent identifier is HBT-COG-0553 and its evidence grade is B.

Version History

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