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The Incentives Lab
HBT-INC-0246 · Dimension INC · Incentives

Scale-Only Incentives

Scaling rewards push systems past the point where they can hold human nuance.

Universal Pattern Perverse Pattern·Perverse Incentive·Grade C·draft· enriching…

Scientific Definition

Scaling rewards push systems past the point where they can hold human nuance.

Plain-English Definition

Scaling rewards push systems past the point where they can hold human nuance.

Feynman Explanation

Past a certain size, everything becomes its average user.

Core Principle

Scaling rewards push systems past the point where they can hold human nuance.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Scaling rewards push systems past the point where they can hold human nuance.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Scale economics is also scale erosion of judgment.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Past a certain size, everything becomes its average user.

Examples

Everyday
  • Mass platforms losing context-sensitivity at scale.
Modern (Organizational)
  • Scale economics is also scale erosion of judgment.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Sub-scale units. Human-in-loop thresholds.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
C (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
4 / 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
Scale economics is also scale erosion of judgment.
Amplifying Incentives
Scale economics is also scale erosion of judgment.
Org Failure Modes
Scale economics is also scale erosion of judgment.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Sub-scale units. Human-in-loop thresholds.
Diagnostic Questions
  • Sub-scale units. Human-in-loop thresholds.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Sub-scale units. Human-in-loop thresholds.
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-INC-0246 · INC
Scale-Only Incentives
SIAPAnnual Performance R…CLCampbell's LawCOCharity Overhead TrapCOCharity Overhead Tra…CECobra EffectEMEfficiency MonocultureFLFederal Land Exchang…GLGoodhart's LawHDHyper-Specialization…LOLocal-Optimum Optimi…

Knowledge Graph Neighbors

Auto-linked to the rest of the Human Behavior Taxonomy by family, domain, dimension, and shared keywords.

Version History

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