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The Incentives Lab
HBT-COG-0711 · Dimension COG · Cognition

Zero-Risk Bias

We prefer eliminating a small risk completely over reducing a larger one partially.

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

Scientific Definition

We prefer eliminating a small risk completely over reducing a larger one partially.

Plain-English Definition

We prefer eliminating a small risk completely over reducing a larger one partially.

Feynman Explanation

We'll spend $10M to make a 1% risk a 0% risk and ignore the 20% one entirely.

Core Principle

We prefer eliminating a small risk completely over reducing a larger one partially.

Mechanisms

Psychological

We prefer eliminating a small risk completely over reducing a larger one partially.

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

We'll spend $10M to make a 1% risk a 0% risk and ignore the 20% one entirely.

Examples

Everyday
  • Compliance budgets stuffed into edge cases while material risks stay open.
Modern (Organizational)
  • Risk theater that consumes capacity without reducing exposure.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Risk-weight every dollar of mitigation against expected loss reduction.

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 guardrails over-engineered for rare hallucinations; real misuse goes unpriced.
Amplifying Incentives
Risk theater that consumes capacity without reducing exposure.
Org Failure Modes
Risk theater that consumes capacity without reducing exposure.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Risk-weight every dollar of mitigation against expected loss reduction.
Diagnostic Questions
  • Risk-weight every dollar of mitigation against expected loss reduction.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Risk-weight every dollar of mitigation against expected loss reduction.
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 guardrails over-engineered for rare hallucinations; real misuse goes unpriced.
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-0711 · COG
Zero-Risk Bias
ZBAAAmbiguity AversionBRBase Rate NeglectCFConjunction FallacyGFGambler's FallacyHFHot-Hand FallacyOBOptimism BiasPBPessimism BiasPIPessimism in Forecas…PFPlanning FallacyABAction Bias

Knowledge Graph Neighbors

Version History

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