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The Incentives Lab
HBT-SOC-0024 · Dimension SOC · Social

Pygmalion Effect

High expectations produce higher performance.

Social Bias·Cognitive Bias·Grade B·draft· enriching…

Scientific Definition

High expectations produce higher performance.

Plain-English Definition

High expectations produce higher performance.

Feynman Explanation

Tell people they're A-players and they'll act like A-players.

Core Principle

High expectations produce higher performance.

Mechanisms

Psychological

High expectations produce higher performance.

Behavioral Economic

Pending editorial review.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Tell people they're A-players and they'll act like A-players.

Examples

Everyday
  • Random students labeled 'high potential' outperform the next year — the label moved them.
Modern (Organizational)
  • Talent reviews become self-fulfilling prophecies in both directions.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Audit your expectations. They're shaping the outcomes you're measuring.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
B (A strongest → E speculative)
Replication
★★★☆☆
Intervention Confidence
3 / 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
Teams treated as 'AI native' build accordingly. Teams treated as resistant fulfill that, too.
Amplifying Incentives
Talent reviews become self-fulfilling prophecies in both directions.
Org Failure Modes
Talent reviews become self-fulfilling prophecies in both directions.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Audit your expectations. They're shaping the outcomes you're measuring.
Diagnostic Questions
  • Audit your expectations. They're shaping the outcomes you're measuring.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Audit your expectations. They're shaping the outcomes you're measuring.
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
Teams treated as 'AI native' build accordingly. Teams treated as resistant fulfill that, too.
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-SOC-0024 · SOC
Pygmalion Effect
PEABAuthority BiasBEBandwagon EffectBPBikeshedding (Parkin…BEBystander EffectCCCommitment & Consist…COCurse of KnowledgeFCFalse Consensus EffectFAFundamental Attribut…GEGolem EffectHEHalo Effect

Knowledge Graph Neighbors

Version History

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