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The Incentives Lab
HBT-INC-0139 · Dimension INC · Incentives

GPA Optimization

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

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

Scientific Definition

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

Plain-English Definition

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

Feynman Explanation

The smartest move is to never take the hard class.

Core Principle

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

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

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

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Selection criteria shape what learners attempt.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

The smartest move is to never take the hard class.

Examples

Everyday
  • Students avoiding rigorous electives to protect a 4.0.
Modern (Organizational)
  • Selection criteria shape what learners attempt.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Rigor-weighted GPAs. Holistic admissions.

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
Selection criteria shape what learners attempt.
Amplifying Incentives
Selection criteria shape what learners attempt.
Org Failure Modes
Selection criteria shape what learners attempt.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Rigor-weighted GPAs. Holistic admissions.
Diagnostic Questions
  • Rigor-weighted GPAs. Holistic admissions.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Rigor-weighted GPAs. Holistic admissions.
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-0139 · INC
GPA Optimization
GOAdAdjunctificationAtAttendance-as-OutcomeCPCollege Prestige Sig…CRCollege RankingsGMGainful-Employment M…GIGrade 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.

Version History

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