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The Incentives Lab
HBT-COG-0097 · Dimension COG · Cognition

Benford's Law of Controversy

Passion is inversely proportional to the amount of real information available.

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

Scientific Definition

Passion is inversely proportional to the amount of real information available.

Plain-English Definition

Passion is inversely proportional to the amount of real information available.

Feynman Explanation

The less anyone knows, the more violently they argue.

Core Principle

Passion is inversely proportional to the amount of real information available.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Passion is inversely proportional to the amount of real information available.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Conviction often signals the absence of evidence, not its presence.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

The less anyone knows, the more violently they argue.

Examples

Everyday
  • Strategy debates about distant futures generate the loudest opinions.
Modern (Organizational)
  • Conviction often signals the absence of evidence, not its presence.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Calibrate confidence to the actual evidence available.

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
Conviction often signals the absence of evidence, not its presence.
Amplifying Incentives
Conviction often signals the absence of evidence, not its presence.
Org Failure Modes
Conviction often signals the absence of evidence, not its presence.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Calibrate confidence to the actual evidence available.
Diagnostic Questions
  • Calibrate confidence to the actual evidence available.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Calibrate confidence to the actual evidence available.
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-0097 · COG
Benford's Law of Controversy
BLAbAbstractionsABAdaptive BiasABAdditive BiasAAAffirming a DisjunctADAgent DetectionARAlder's RazorAlAlgorithmsAMAll Models Are WrongABAllegiance BiasAFAnecdotal Fallacy

Knowledge Graph Neighbors

Version History

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