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The Incentives Lab
HBT-COG-0562 · Dimension COG · Cognition

Reactance

Tell someone they must, and they'd often rather not.

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

Scientific Definition

Tell someone they must, and they'd often rather not.

Plain-English Definition

Tell someone they must, and they'd often rather not.

Feynman Explanation

Every mandate is a strategy for producing the opposite behavior.

Core Principle

Tell someone they must, and they'd often rather not.

Mechanisms

Psychological

Tell someone they must, and they'd often rather not.

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

Every mandate is a strategy for producing the opposite behavior.

Examples

Everyday
  • RTO mandates met with calibrated, performative compliance.
Modern (Organizational)
  • Top-down rollouts trigger the resistance they're meant to bypass.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Pull, don't push. Make the new behavior easier than the old one.

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
Forced AI usage creates malicious compliance and ghost workflows.
Amplifying Incentives
Top-down rollouts trigger the resistance they're meant to bypass.
Org Failure Modes
Top-down rollouts trigger the resistance they're meant to bypass.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Pull, don't push. Make the new behavior easier than the old one.
Diagnostic Questions
  • Pull, don't push. Make the new behavior easier than the old one.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Pull, don't push. Make the new behavior easier than the old one.
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
Forced AI usage creates malicious compliance and ghost workflows.
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-COG-0562 · COG
Reactance
ReABAction BiasAHAffect HeuristicABAnchoring BiasDEDecoy EffectDEDefault EffectEEEndowment EffectFEFraming EffectHDHyperbolic DiscountingIEIKEA EffectIBInformation Bias

Knowledge Graph Neighbors

Version History

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