Skip to main content
The Incentives Lab
HBT-INC-0106 · Dimension INC · Incentives

Engagement Algorithms

Outrage outperforms accuracy on every engagement metric.

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

Scientific Definition

Outrage outperforms accuracy on every engagement metric.

Plain-English Definition

Outrage outperforms accuracy on every engagement metric.

Feynman Explanation

The algorithm doesn't have an opinion. It has an objective function.

Core Principle

Outrage outperforms accuracy on every engagement metric.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Outrage outperforms accuracy on every engagement metric.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Platform incentives shape public discourse without anyone deciding to.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

The algorithm doesn't have an opinion. It has an objective function.

Examples

Everyday
  • Recommendation systems optimizing watch time produce radicalization as a byproduct.
Modern (Organizational)
  • Platform incentives shape public discourse without anyone deciding to.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Multi-metric optimization. Independent algorithmic audits.

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
Platform incentives shape public discourse without anyone deciding to.
Amplifying Incentives
Platform incentives shape public discourse without anyone deciding to.
Org Failure Modes
Platform incentives shape public discourse without anyone deciding to.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Multi-metric optimization. Independent algorithmic audits.
Diagnostic Questions
  • Multi-metric optimization. Independent algorithmic audits.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Multi-metric optimization. Independent algorithmic audits.
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-0106 · INC
Engagement Algorithms
EACEClickbait EconomicsIAInfluencer Authentic…ST'Spend to Save' Prom…MA15-Minute AppointmentsBD340B Discount Arbitr…AEAcquisition Earn-OutsAMAcquisition-Only Mar…ABAd-Supported Busines…AdAdjunctificationAFAesthetic-First Fitn…

Knowledge Graph Neighbors

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

Same family
HBT-INC-0061Clickbait Economics

Headlines optimized for clicks become editorial policy.

Same family
HBT-INC-0158Influencer Authenticity Inversion

Authenticity becomes a performance the moment it becomes a paycheck.

Same dimension
HBT-INC-0107Engagement-Maximizing Algorithms

Ranking systems trained on engagement amplify outrage, fear, and tribal content.

Same dimension
HBT-INC-0144Hallucination as Engagement

Confident incorrect outputs may rank higher than hedged correct ones.

Same dimension
HBT-INC-0001'Spend to Save' Promotions

Discount framing nudges people to buy things they wouldn't otherwise want.

Same dimension
HBT-INC-000215-Minute Appointments

Productivity targets compress visits, raising misdiagnosis and burnout.

Same dimension
HBT-INC-0003340B Discount Arbitrage

A federal mandate intended to lower drug costs for the poor became a profit engine for hospitals and contract pharmacies.

Same dimension
HBT-INC-0005Acquisition Earn-Outs

Earn-outs designed to retain founders often demotivate the team they bought.

Same dimension
HBT-INC-0006Acquisition-Only Marketing

Funnels rewarded for new logos under-invest in retention and lifetime value.

Same dimension
HBT-INC-0007Ad-Supported Business Models

Free products monetize attention, structurally aligning incentives against user time well spent.

Same dimension
HBT-INC-0008Adjunctification

Tenure-track jobs replaced by low-paid adjuncts, lowering cost and quality.

Same dimension
HBT-INC-0010Aesthetic-First Fitness

Training for appearance can crowd out mobility, longevity, and mental health.

Version History

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