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The Incentives Lab
HBT-INC-0062 · Dimension INC · Incentives

Clickbait Headlines

CTR-driven distribution rewards misleading framing over accurate reporting.

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

Scientific Definition

CTR-driven distribution rewards misleading framing over accurate reporting.

Plain-English Definition

CTR-driven distribution rewards misleading framing over accurate reporting.

Feynman Explanation

Truth doesn't trend.

Core Principle

CTR-driven distribution rewards misleading framing over accurate reporting.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

CTR-driven distribution rewards misleading framing over accurate reporting.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Distribution algorithm dictates editorial.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Truth doesn't trend.

Examples

Everyday
  • Headline A/B testing in major publishers.
Modern (Organizational)
  • Distribution algorithm dictates editorial.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Time-on-page and trust-weighted ranking.

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
Distribution algorithm dictates editorial.
Amplifying Incentives
Distribution algorithm dictates editorial.
Org Failure Modes
Distribution algorithm dictates editorial.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Time-on-page and trust-weighted ranking.
Diagnostic Questions
  • Time-on-page and trust-weighted ranking.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Time-on-page and trust-weighted ranking.
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-0062 · INC
Clickbait Headlines
CHABAd-Supported Busines…CTCopyright Term Exten…CMCreator Monetization…CDCustoms De Minimis L…DMData Monetization vs…EAEngagement-Maximizin…EPEngagement-Time Para…ISInfinite Scroll TrapNINotification InflationPOPatent Office Fee De…

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.