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The Incentives Lab
HBT-COG-0341 · Dimension COG · Cognition

Gambler's Fallacy

Believing past random events influence future independent ones.

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

Scientific Definition

Believing past random events influence future independent ones.

Plain-English Definition

Believing past random events influence future independent ones.

Feynman Explanation

We've missed four quarters — we're due for a hit. (You are not.)

Core Principle

Believing past random events influence future independent ones.

Mechanisms

Psychological

Believing past random events influence future independent ones.

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've missed four quarters — we're due for a hit. (You are not.)

Examples

Everyday
  • Holding a position because it 'has to' revert.
Modern (Organizational)
  • Decisions made on streaks rather than underlying probability.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Always evaluate the base rate fresh. Past outcomes don't change odds on independent events.

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
Treating a string of accurate AI outputs as proof of future accuracy.
Amplifying Incentives
Decisions made on streaks rather than underlying probability.
Org Failure Modes
Decisions made on streaks rather than underlying probability.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Always evaluate the base rate fresh. Past outcomes don't change odds on independent events.
Diagnostic Questions
  • Always evaluate the base rate fresh. Past outcomes don't change odds on independent events.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Always evaluate the base rate fresh. Past outcomes don't change odds on independent events.
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
Treating a string of accurate AI outputs as proof of future accuracy.
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-0341 · COG
Gambler's Fallacy
GFAAAmbiguity AversionBRBase Rate NeglectCFConjunction FallacyHFHot-Hand FallacyOBOptimism BiasPBPessimism BiasPIPessimism in Forecas…PFPlanning FallacyZBZero-Risk BiasABAction Bias

Knowledge Graph Neighbors

Version History

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