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The Incentives Lab
HBT-COG-0506 · Dimension COG · Cognition

Optimism Bias

Underestimating the probability of bad outcomes — especially to us.

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

Scientific Definition

Underestimating the probability of bad outcomes — especially to us.

Plain-English Definition

Underestimating the probability of bad outcomes — especially to us.

Feynman Explanation

Every project plan was written by an optimist who has never met the project.

Core Principle

Underestimating the probability of bad outcomes — especially to us.

Mechanisms

Psychological

Underestimating the probability of bad outcomes — especially to us.

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

Every project plan was written by an optimist who has never met the project.

Examples

Everyday
  • Roadmaps that assume zero unknowns and infinite engineering capacity.
Modern (Organizational)
  • Strategic plans systematically beat their own forecasts to death.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Reference-class forecasting. Compare to the last five similar projects.

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 rollout timelines that ignore the human resistance curve entirely.
Amplifying Incentives
Strategic plans systematically beat their own forecasts to death.
Org Failure Modes
Strategic plans systematically beat their own forecasts to death.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Reference-class forecasting. Compare to the last five similar projects.
Diagnostic Questions
  • Reference-class forecasting. Compare to the last five similar projects.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Reference-class forecasting. Compare to the last five similar projects.
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 rollout timelines that ignore the human resistance curve entirely.
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-0506 · COG
Optimism Bias
OBAAAmbiguity AversionBRBase Rate NeglectCFConjunction FallacyGFGambler's FallacyHFHot-Hand FallacyPBPessimism BiasPIPessimism in Forecas…PFPlanning FallacyZBZero-Risk BiasABAction Bias

Knowledge Graph Neighbors

Version History

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