Taxonomy Distribution Report

Overview

• Total Concepts: 528
• Number of Taxonomies: 13
• Average Concepts per Taxonomy: 40.6

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
DYNM	DYNM	97	18.4%	✅
CASE	CASE	69	13.1%	✅
ENTK	ENTK	48	9.1%	✅
Foundation Concepts - Prerequisites	FOUND	43	8.1%	✅
LEVR	LEVR	42	8.0%	✅
KREP	KREP	39	7.4%	✅
ARTI	ARTI	38	7.2%	✅
ARCH	ARCH	36	6.8%	✅
GRPH	GRPH	32	6.1%	✅
DSGN	DSGN	26	4.9%	✅
KGAP	KGAP	25	4.7%	✅
KSEC	KSEC	20	3.8%	✅
DISC	DISC	13	2.5%	ℹ️ Under

Visual Distribution

DYNM                      █████████  97 ( 18.4%)
CASE                      ██████  69 ( 13.1%)
ENTK                      ████  48 (  9.1%)
Foundation Concepts - Pre ████  43 (  8.1%)
LEVR                      ███  42 (  8.0%)
KREP                      ███  39 (  7.4%)
ARTI                      ███  38 (  7.2%)
ARCH                      ███  36 (  6.8%)
GRPH                      ███  32 (  6.1%)
DSGN                      ██  26 (  4.9%)
KGAP                      ██  25 (  4.7%)
KSEC                      █  20 (  3.8%)
DISC                      █  13 (  2.5%)

Balance Analysis

✅ No Over-Represented Categories

All categories are under the 30% threshold. Good balance!

ℹ️ Under-Represented Categories (<3%)

• DISC (DISC): 13 concepts (2.5%)
• Note: Small categories are acceptable for specialized topics

Category Details

DYNM (DYNM)

Count: 97 concepts (18.4%)

Concepts:

• 1. Causal Loop Diagram
• 1. Node
• 1. Edge (CLD)
• 1. Causal Link
• 1. Positive Causal Link
• 1. Negative Causal Link
• 1. Loop Polarity
• 1. Same-Direction Link
• 1. Opposite-Direction Link
• 1. Negative-Link Counting Rule
• 1. Loop Identification
• 1. Loop Marker
• 1. Reinforcing Loop
• 1. Balancing Loop
• 1. Reinforcing Loop Label
• ...and 82 more

CASE (CASE)

Count: 69 concepts (13.1%)

Concepts:

• 1. Moore's Law
• 1. Scaling Laws
• 1. Dunbar's Number
• 1. Attention Economy
• 1. Computational Resource Limit
• 1. Unsustainable Growth
• 1. Sustainable Growth
• 1. Physical Limits
• 1. Economic Limits
• 1. Campbell's Law
• 1. Goodhart's Law
• 1. Induced Demand
• 1. Brain Drain
• 1. Proxy Metric
• 1. Measurement Trap
• ...and 54 more

ENTK (ENTK)

Count: 48 concepts (9.1%)

Concepts:

• 1. Enterprise Knowledge Graph
• 1. Digital Twin
• 1. Knowledge Graph Adaptability
• 1. The God Graph
• 1. Systems Thinker Role
• 1. Graph Systems Thinking
• 1. Predictive Feedback Cycle
• 1. CIO Influence Diagram
• 1. Employee Career Path Loop
• 1. Data Standardization Cycle
• 1. Organizational Silo
• 1. Silo Busting
• 1. Accidental Competitor
• 1. Bounded Rationality
• 1. Growth By Acquisition
• ...and 33 more

Foundation Concepts - Prerequisites (FOUND)

Count: 43 concepts (8.1%)

Concepts:

• 1. System
• 1. Subsystem
• 1. System Boundary
• 1. Environment (System)
• 1. Input
• 1. Output
• 1. Throughput
• 1. Open System
• 1. Closed System
• 1. Systems Thinking
• 1. Linear Thinking
• 1. Reductionism
• 1. Holism
• 1. Complexity
• 1. Complicated Vs Complex
• ...and 28 more

LEVR (LEVR)

Count: 42 concepts (8.0%)

Concepts:

• 1. Leverage Point
• 1. Leverage Points Hierarchy
• 1. Leverage Points Iceberg
• 1. Iceberg Model
• 1. Events Layer
• 1. Patterns Layer
• 1. Structures Layer
• 1. Mental Models Layer
• 1. Shallow Leverage Point
• 1. Structural Leverage Point
• 1. Deep Leverage Point
• 1. Transformative Leverage Point
• 1. Constants And Parameters
• 1. Material Stocks And Flows
• 1. Negative Feedback Strength
• ...and 27 more

KREP (KREP)

Count: 39 concepts (7.4%)

Concepts:

• 1. Knowledge Representation
• 1. Knowledge Base
• 1. Entity
• 1. Attribute
• 1. Relationship (Data Modeling)
• 1. Schema
• 1. Canonical Schema
• 1. Schema Matching
• 1. Schema Mapping
• 1. Metadata
• 1. Metadata Registry
• 1. ISO Definition
• 1. Data Dictionary
• 1. Data Standards
• 1. Business Glossary
• ...and 24 more

ARTI (ARTI)

Count: 38 concepts (7.2%)

Concepts:

• 1. Artificial Intelligence
• 1. Machine Learning
• 1. Algorithm
• 1. Large Language Model
• 1. Neural Network
• 1. Training Data
• 1. Model Training
• 1. Prediction Model
• 1. Data Set
• 1. Model Drift
• 1. Overfitting
• 1. Generative AI
• 1. Reinforcement Learning
• 1. Prompt Engineering
• 1. AI Hallucination
• ...and 23 more

ARCH (ARCH)

Count: 36 concepts (6.8%)

Concepts:

• 1. Systems Archetype
• 1. Quick Fix
• 1. Symptomatic Solution
• 1. Root Cause Solution
• 1. Fundamental Solution
• 1. Initial Success
• 1. Side Effect
• 1. Negative Externality
• 1. Positive Externality
• 1. Free Rider Problem
• 1. Common Pool Resource
• 1. Collective Action Problem
• 1. Misaligned Incentive
• 1. Winner-Take-All Dynamics
• 1. Compounding Advantage
• ...and 21 more

GRPH (GRPH)

Count: 32 concepts (6.1%)

Concepts:

• 1. Graph (Data Structure)
• 1. Vertex
• 1. Edge (Graph)
• 1. Directed Graph
• 1. Undirected Graph
• 1. Weighted Graph
• 1. Property Graph
• 1. Labeled Property Graph
• 1. RDF
• 1. Reification Challenges
• 1. Cypher
• 1. GQL
• 1. Semantic Web
• 1. Ontology
• 1. Taxonomy
• ...and 17 more

DSGN (DSGN)

Count: 26 concepts (4.9%)

Concepts:

• 1. Human-Centered Design
• 1. Multi-Stakeholder System Design
• 1. Stakeholder Analysis
• 1. Stakeholder
• 1. Human Flourishing Feedback
• 1. Anticipating Side Effects
• 1. Implementation Strategy
• 1. Feedback Mechanism Design
• 1. Intervention Point
• 1. Emerging Technology System
• 1. Quantum Computing Claims
• 1. Brain-Computer Interface
• 1. Vector Database
• 1. Embedding (AI)
• 1. Systems Thinking Life Skill
• ...and 11 more

KGAP (KGAP)

Count: 25 concepts (4.7%)

Concepts:

• 1. Data Silo
• 1. Single View Of Customer
• 1. Customer 360
• 1. Golden Record
• 1. Master Data
• 1. Reference Data
• 1. Data Domain
• 1. Conceptual Data Model
• 1. Logical Data Model
• 1. Physical Data Model
• 1. Semantic Layer
• 1. Linked Data
• 1. FAIR Data Principles
• 1. Data Provenance
• 1. Graph Algorithms
• ...and 10 more

KSEC (KSEC)

Count: 20 concepts (3.8%)

Concepts:

• 1. Knowledge Vs Information
• 1. Law Of Time
• 1. Law Of Space
• 1. Law Of Value
• 1. Market Renewal
• 1. Creative Destruction
• 1. Knowledge Embodiment
• 1. Cross-Generational Knowledge
• 1. Geographic Knowledge Stickiness
• 1. Tacit Knowledge
• 1. Explicit Knowledge
• 1. Economic Complexity Index
• 1. Principle Of Relatedness
• 1. Product Space
• 1. Knowledge Decay
• ...and 5 more

DISC (DISC)

Count: 13 concepts (2.5%)

Concepts:

• 1. Economic System
• 1. Ecological System
• 1. Social System
• 1. Urban System
• 1. Biological System
• 1. Political System
• 1. Education System
• 1. Market System
• 1. Supply Chain
• 1. Ecosystem
• 1. Population Dynamics
• 1. Predator-Prey Dynamics
• 1. Public Policy Feedback

Recommendations

• ✅ Good balance: Categories are reasonably distributed (spread: 15.9%)
• ✅ MISC category minimal: Good categorization specificity

Educational Use Recommendations

• Use taxonomy categories for color-coding in graph visualizations
• Design curriculum modules based on taxonomy groupings
• Create filtered views for focused learning paths
• Use categories for assessment organization
• Enable navigation by topic area in interactive tools

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Report generated by learning-graph-reports/taxonomy_distribution.py