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The Incentives Lab
HBT-COG-0552 · Dimension COG · Cognition

Probabilistic Thinking

Reason in distributions, not in points.

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

Scientific Definition

Reason in distributions, not in points.

Plain-English Definition

Reason in distributions, not in points.

Feynman Explanation

Forecasts without error bars are statements of preference.

Core Principle

Reason in distributions, not in points.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Reason in distributions, not in points.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Strategy under uncertainty.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Forecasts without error bars are statements of preference.

Examples

Everyday
  • Investment, planning, AI safety.
Modern (Organizational)
  • Strategy under uncertainty.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Require ranges, not points, on all forecasts.

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
Strategy under uncertainty.
Amplifying Incentives
Strategy under uncertainty.
Org Failure Modes
Strategy under uncertainty.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Require ranges, not points, on all forecasts.
Diagnostic Questions
  • Require ranges, not points, on all forecasts.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Require ranges, not points, on all forecasts.
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-0552 · COG
Probabilistic Thinking
PTBRBase Rate FallacyBRBayes' Rule (Updating)BTBayes' TheoremBUBayesian UpdatingBLBeginner's LuckBSBlack SwanCoCoincidenceDiDistributionsErErgodicityFEFermi Estimate

Knowledge Graph Neighbors

Version History

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