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The Incentives Lab
HBT-COG-0363 · Dimension COG · Cognition

Hick's Law

Decision time grows with the number of choices.

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

Scientific Definition

Decision time grows with the number of choices.

Plain-English Definition

Decision time grows with the number of choices.

Feynman Explanation

Optionality is a feature until it becomes a tax.

Core Principle

Decision time grows with the number of choices.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Decision time grows with the number of choices.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Why too many options paralyze.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Optionality is a feature until it becomes a tax.

Examples

Everyday
  • UX design and strategic option-set design.
Modern (Organizational)
  • Why too many options paralyze.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Curate option sets before presenting them.

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
Why too many options paralyze.
Amplifying Incentives
Why too many options paralyze.
Org Failure Modes
Why too many options paralyze.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Curate option sets before presenting them.
Diagnostic Questions
  • Curate option sets before presenting them.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Curate option sets before presenting them.
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-0363 · COG
Hick's Law
HLRu10/10/10 RuleAbAbsent-MindednessABAlternative BlindnessAPAlternative PathsAPAnalysis ParalysisAnAnchoringADAsian Disease ProblemABAttentional BiasABAutomation BiasBEBezold Effect

Knowledge Graph Neighbors

Version History

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