Taxonomy Distribution Report

Overview

• Total Concepts: 140
• Number of Taxonomies: 10
• Average Concepts per Taxonomy: 14.0

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
HYPE	HYPE	16	11.4%	✅
EDAI	EDAI	16	11.4%	✅
TFANT	TFANT	16	11.4%	✅
Foundation Concepts - Prerequisites	FOUND	15	10.7%	✅
AIFUN	AIFUN	14	10.0%	✅
CRIT	CRIT	14	10.0%	✅
UHIST	UHIST	13	9.3%	✅
JOBS	JOBS	13	9.3%	✅
STORY	STORY	13	9.3%	✅
CLASS	CLASS	10	7.1%	✅

Visual Distribution

HYPE                      █████  16 ( 11.4%)
EDAI                      █████  16 ( 11.4%)
TFANT                     █████  16 ( 11.4%)
Foundation Concepts - Pre █████  15 ( 10.7%)
AIFUN                     █████  14 ( 10.0%)
CRIT                      █████  14 ( 10.0%)
UHIST                     ████  13 (  9.3%)
JOBS                      ████  13 (  9.3%)
STORY                     ████  13 (  9.3%)
CLASS                     ███  10 (  7.1%)

Balance Analysis

✅ No Over-Represented Categories

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

Category Details

HYPE (HYPE)

Count: 16 concepts (11.4%)

Concepts:

• 1. Hype Cycle
• 1. Peak of Inflated Expect
• 1. Trough of Disillusionment
• 1. Slope of Enlightenment
• 1. Plateau of Productivity
• 1. AI Hype Culture
• 1. Tech Press Release
• 1. Vaporware
• 1. Breakthrough Announcement
• 1. AI Washing
• 1. Moving the Goalposts
• 1. AGI Timeline Claims
• 1. AI Demo Magic
• 1. Investor Pitch Deck
• 1. Startup Mythology
• ...and 1 more

EDAI (EDAI)

Count: 16 concepts (11.4%)

Concepts:

• 1. AI in Education
• 1. Adaptive Learning
• 1. AI Tutoring System
• 1. Worksheet Obsolescence
• 1. Digital Literacy
• 1. AI Literacy
• 1. Institutional Resistance
• 1. Committee Paralysis
• 1. Ban vs Embrace Debate
• 1. Ostrich Response
• 1. Education Technology Gap
• 1. Deer in Headlights Effect
• 1. Change Management
• 1. Future of Assessment
• 1. AI-Generated Textbook
• ...and 1 more

TFANT (TFANT)

Count: 16 concepts (11.4%)

Concepts:

• 1. Technology Fantasy
• 1. Quantum Computing
• 1. Quantum Supremacy
• 1. Five Years Away Syndrome
• 1. Blockchain
• 1. Distributed Ledger
• 1. Bitcoin
• 1. Cryptocurrency
• 1. Ethical Bitcoin Paradox
• 1. Carbon-Neutral Magic
• 1. Energy Consumption Paradox
• 1. Self-Driving Car
• 1. Metaverse
• 1. Fusion Power
• 1. Vaporware Taxonomy
• ...and 1 more

Foundation Concepts - Prerequisites (FOUND)

Count: 15 concepts (10.7%)

Concepts:

• 1. Mythical Beast
• 1. Unicorn
• 1. Dragon
• 1. Phoenix
• 1. Griffin
• 1. Centaur
• 1. Mermaid
• 1. Minotaur
• 1. Pegasus
• 1. Kraken
• 1. Siren
• 1. Cyclops
• 1. Satire
• 1. Allegory
• 1. Fable

AIFUN (AIFUN)

Count: 14 concepts (10.0%)

Concepts:

• 1. Artificial Intelligence
• 1. Machine Learning
• 1. Generative AI
• 1. Large Language Model
• 1. AI Hallucination
• 1. Neural Network
• 1. Natural Language Processing
• 1. AI Training Data
• 1. Algorithm
• 1. Automation
• 1. Chatbot
• 1. AI Demo vs Product
• 1. AI Capabilities
• 1. AI Limitations

CRIT (CRIT)

Count: 14 concepts (10.0%)

Concepts:

• 1. Critical Thinking
• 1. Media Literacy
• 1. Fact vs Fiction
• 1. Source Evaluation
• 1. Claim Verification
• 1. Logical Fallacy
• 1. Confirmation Bias
• 1. Appeal to Novelty
• 1. Real or Fake Exercise
• 1. Interactive Simulation
• 1. Population Dynamics Model
• 1. Timeline Visualization
• 1. Hype Cycle Visualization
• 1. Venn Diagram Analysis

UHIST (UHIST)

Count: 13 concepts (9.3%)

Concepts:

• 1. Ancient Unicorn Mythology
• 1. Medieval Unicorn Lore
• 1. Unicorn Symbolism
• 1. Unicorn in Art History
• 1. Modern Unicorn Culture
• 1. Unicorn Startup Metaphor
• 1. Billion Dollar Valuation
• 1. Venture Capital
• 1. Series B Funding
• 1. Magical Thinking
• 1. Unicorn-Industrial Complex
• 1. Mythical Product-Market Fit
• 1. Unicorn Literacy

JOBS (JOBS)

Count: 13 concepts (9.3%)

Concepts:

• 1. Job Displacement
• 1. Automation Anxiety
• 1. Workforce Disruption
• 1. Skill Obsolescence
• 1. Reskilling
• 1. Upskilling
• 1. Human-AI Collaboration
• 1. Centaur Workforce
• 1. Augmentation vs Replacement
• 1. Middle Manager Dilemma
• 1. Performance Review Paradox
• 1. LinkedIn Skill Inflation
• 1. Coding Bootcamp Myth

STORY (STORY)

Count: 13 concepts (9.3%)

Concepts:

• 1. Satirical Writing
• 1. Deadpan Delivery
• 1. Irony
• 1. Parody
• 1. Dark Humor
• 1. Biting Satire
• 1. Graphic Novel
• 1. Visual Storytelling
• 1. Storyboarding
• 1. Character Development
• 1. Narrative Arc
• 1. World Building
• 1. Meta-Fiction

CLASS (CLASS)

Count: 10 concepts (7.1%)

Concepts:

• 1. Taxonomy
• 1. Beast Classification System
• 1. Creature Characteristics
• 1. Mythical vs Real Creatures
• 1. Beast Allegory Mapping
• 1. Allegorical Interpretation
• 1. Symbolic Representation
• 1. Narrative Archetype
• 1. Character as Metaphor
• 1. Bestiary Tradition

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 4.3%)
• ✅ 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