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The Incentives Lab
HBT-INC-0035 · Dimension INC · Incentives

Attendance-as-Outcome

Seat-time accountability rewards presence over engagement.

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

Scientific Definition

Seat-time accountability rewards presence over engagement.

Plain-English Definition

Seat-time accountability rewards presence over engagement.

Feynman Explanation

We measure the chair. We hope for the mind.

Core Principle

Seat-time accountability rewards presence over engagement.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Seat-time accountability rewards presence over engagement.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Funding formulas dictate what schools chase.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

We measure the chair. We hope for the mind.

Examples

Everyday
  • Attendance-tied funding driving truancy enforcement over engagement.
Modern (Organizational)
  • Funding formulas dictate what schools chase.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Engagement and outcome-based funding components.

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
Funding formulas dictate what schools chase.
Amplifying Incentives
Funding formulas dictate what schools chase.
Org Failure Modes
Funding formulas dictate what schools chase.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Engagement and outcome-based funding components.
Diagnostic Questions
  • Engagement and outcome-based funding components.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Engagement and outcome-based funding components.
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-0035 · INC
Attendance-as-Outcome
AtAdAdjunctificationCPCollege Prestige Sig…CRCollege RankingsGMGainful-Employment M…GOGPA OptimizationGIGrade InflationGRGraduation Rate MetricHVHomework Volume SignalNCNSF Conservative-Res…RGRanking Game Inflation

Knowledge Graph Neighbors

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

Same family
HBT-INC-0008Adjunctification

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

Same family
HBT-INC-0065College Prestige Signaling

Employers screen by school name, rewarding admission rather than developed skill.

Same family
HBT-INC-0066College Rankings

Schools optimize for ranking inputs (selectivity, spending) instead of student outcomes.

Same family
HBT-INC-0135Gainful-Employment Major Steering

Tying institutional survival to graduate salaries forces schools to drop social-service programs.

Same family
HBT-INC-0139GPA Optimization

Grade-driven admissions reward strategic course-picking over intellectual risk.

Same family
HBT-INC-0140Grade Inflation

Professors rewarded by student evaluations have an incentive to inflate.

Same family
HBT-INC-0141Graduation Rate Metric

Schools judged on completion rates have an incentive to pass underprepared students.

Same family
HBT-INC-0146Homework Volume Signal

More homework signals rigor to parents but often produces burnout, not understanding.

Same family
HBT-INC-0190NSF Conservative-Research Bias

Grant cycles favor safe, incremental work over high-risk breakthroughs.

Same family
HBT-INC-0228Ranking Game Inflation

Universities optimize for ranking metrics rather than education quality.

Same family
HBT-INC-0261Standardized Testing Monoculture

A single test format constrains pedagogy and disadvantages diverse learners.

Same family
HBT-INC-0264Student Loan Availability

Easy federal lending lets colleges raise tuition without market discipline.

Version History

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