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The Incentives Lab
HBT-COG-0086 · Dimension COG · Cognition

Bayes' Rule (Updating)

Posterior = (likelihood × prior) / evidence.

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

Scientific Definition

Posterior = (likelihood × prior) / evidence.

Plain-English Definition

Posterior = (likelihood × prior) / evidence.

Feynman Explanation

Beliefs as probabilities. Evidence as updates. Both mandatory.

Core Principle

Posterior = (likelihood × prior) / evidence.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Posterior = (likelihood × prior) / evidence.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Decision quality under uncertainty.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Beliefs as probabilities. Evidence as updates. Both mandatory.

Examples

Everyday
  • Forecast revision. Strategy adjustment.
Modern (Organizational)
  • Decision quality under uncertainty.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Use Bayes-shaped reasoning even informally on big calls.

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
Decision quality under uncertainty.
Amplifying Incentives
Decision quality under uncertainty.
Org Failure Modes
Decision quality 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
Use Bayes-shaped reasoning even informally on big calls.
Diagnostic Questions
  • Use Bayes-shaped reasoning even informally on big calls.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Use Bayes-shaped reasoning even informally on big calls.
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-0086 · COG
Bayes' Rule (Updating)
BRBRBase Rate FallacyBTBayes' TheoremBUBayesian UpdatingBLBeginner's LuckBSBlack SwanCoCoincidenceDiDistributionsErErgodicityFEFermi EstimateHUHeisenberg Uncertain…

Knowledge Graph Neighbors

Version History

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