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The Incentives Lab
HBT-COG-0437 · Dimension COG · Cognition

Learning Network

A deliberately curated set of people, sources, and feedback loops you draw on to learn faster than alone.

Learning·Mental Model·Grade B·draft· enriching…

Scientific Definition

A deliberately curated set of people, sources, and feedback loops you draw on to learn faster than alone.

Plain-English Definition

A deliberately curated set of people, sources, and feedback loops you draw on to learn faster than alone.

Feynman Explanation

Your IQ is your network's bandwidth, not your skull's.

Core Principle

A deliberately curated set of people, sources, and feedback loops you draw on to learn faster than alone.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

A deliberately curated set of people, sources, and feedback loops you draw on to learn faster than alone.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Compounding returns on every hour of learning the team invests.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Your IQ is your network's bandwidth, not your skull's.

Examples

Everyday
  • Munger's 'eminent dead' through books; Buffett's circle of advisors.
Modern (Organizational)
  • Compounding returns on every hour of learning the team invests.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Audit who and what you learn from quarterly. Prune the low-signal nodes.

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
Compounding returns on every hour of learning the team invests.
Amplifying Incentives
Compounding returns on every hour of learning the team invests.
Org Failure Modes
Compounding returns on every hour of learning the team invests.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Audit who and what you learn from quarterly. Prune the low-signal nodes.
Diagnostic Questions
  • Audit who and what you learn from quarterly. Prune the low-signal nodes.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Audit who and what you learn from quarterly. Prune the low-signal nodes.
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-COG-0437 · COG
Learning Network
LNCLConstructivism (Lear…DPDeliberate PracticeFLFelder-Silverman Lea…HMHoney & Mumford Lear…KEKolb's Experiential …LHLearned HelplessnessLCLearning CurveTTTeaching To Learn Mi…TPTeaching-to-Learn (P…TETesting Effect (Retr…

Knowledge Graph Neighbors

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

Same family
HBT-COG-0182Constructivism (Learning Theory)

Learners build knowledge by integrating new experience with existing mental structures — not by passive reception.

Same family
HBT-COG-0225Deliberate Practice

Targeted reps at the edge of your ability, with fast feedback, on a specific weakness.

Same family
HBT-COG-0311Felder-Silverman Learning Style Model

Four dimensions of learner preference: Active/Reflective, Sensing/Intuitive, Visual/Verbal, Sequential/Global.

Same family
HBT-COG-0372Honey & Mumford Learning Styles

Four learner preferences derived from Kolb: Activist, Reflector, Theorist, Pragmatist.

Same family
HBT-COG-0426Kolb's Experiential Learning Cycle

Four-stage cycle: Concrete Experience → Reflective Observation → Abstract Conceptualization → Active Experimentation.

Same family
HBT-COG-0435Learned Helplessness

Giving up after repeated exposure to uncontrollable negative events.

Same family
HBT-COG-0436Learning Curve

Performance improves with practice, but gains slow over time.

Same family
HBT-COG-0660Teaching To Learn Mindset

Default identity shift: you read, watch, and listen as a future teacher, not a passive consumer.

Same family
HBT-COG-0661Teaching-to-Learn (Protégé Effect)

Preparing to teach a concept forces deeper encoding than passively studying it.

Same family
HBT-COG-0664Testing Effect (Retrieval Practice)

Pulling information out of memory cements it better than passively re-reading it.

Same family
HBT-COG-0675Today I Learned Journal

Daily one-line capture of the single most important thing you learned that day.

Same family
HBT-COG-0707XMBA Hybrid Learning

Bloom-stacked curriculum that pairs passive online content with facilitated, experiential, and implementation phases.

Version History

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