Taxonomy Distribution Report

Overview

• Total Concepts: 200
• Number of Taxonomies: 12
• Average Concepts per Taxonomy: 16.7

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
PITCH	PITCH	25	12.5%	✅
IDEA	IDEA	20	10.0%	✅
VALC	VALC	18	9.0%	✅
MRKT	MRKT	18	9.0%	✅
Foundation Concepts - Prerequisites	FOUND	15	7.5%	✅
IKIH	IKIH	15	7.5%	✅
OPP	OPP	15	7.5%	✅
LEAN	LEAN	15	7.5%	✅
SOC	SOC	15	7.5%	✅
BIZ	BIZ	15	7.5%	✅
FIN	FIN	15	7.5%	✅
TEAM	TEAM	14	7.0%	✅

Visual Distribution

PITCH                     ██████  25 ( 12.5%)
IDEA                      █████  20 ( 10.0%)
VALC                      ████  18 (  9.0%)
MRKT                      ████  18 (  9.0%)
Foundation Concepts - Pre ███  15 (  7.5%)
IKIH                      ███  15 (  7.5%)
OPP                       ███  15 (  7.5%)
LEAN                      ███  15 (  7.5%)
SOC                       ███  15 (  7.5%)
BIZ                       ███  15 (  7.5%)
FIN                       ███  15 (  7.5%)
TEAM                      ███  14 (  7.0%)

Balance Analysis

✅ No Over-Represented Categories

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

Category Details

PITCH (PITCH)

Count: 25 concepts (12.5%)

Concepts:

• 1. Pitch Deck
• 1. Problem Slide
• 1. Solution Slide
• 1. Market Size Slide
• 1. Traction Slide
• 1. Team Slide
• 1. Ask Slide
• 1. Total Addressable Market
• 1. Serviceable Addressable Market
• 1. Serviceable Obtainable Market
• 1. Slide Design Principles
• 1. Pitch Delivery
• 1. Q&A Handling
• 1. Elevator Pitch
• 1. Video Pitch
• ...and 10 more

IDEA (IDEA)

Count: 20 concepts (10.0%)

Concepts:

• 1. Ideation
• 1. Brainstorming
• 1. Cross-Disciplinary Creativity
• 1. SCAMPER Method
• 1. Design Thinking
• 1. User Empathy Mapping
• 1. Random Association Technique
• 1. Problem Inversion
• 1. Observation Skills
• 1. Music as Idea Source
• 1. Visual Arts as Idea Source
• 1. Theater as Idea Source
• 1. Science as Idea Source
• 1. Humanities as Idea Source
• 1. Creative Confidence
• ...and 5 more

VALC (VALC)

Count: 18 concepts (9.0%)

Concepts:

• 1. Value Proposition
• 1. Value Proposition Canvas
• 1. Customer Segments
• 1. Customer Jobs
• 1. Customer Pains
• 1. Customer Gains
• 1. Pain Relievers
• 1. Gain Creators
• 1. Features vs. Benefits
• 1. The Mom Test
• 1. Customer Interviews
• 1. Competitive Differentiation
• 1. Unique Selling Proposition
• 1. Early Adopters
• 1. Target Customer Profile
• ...and 3 more

MRKT (MRKT)

Count: 18 concepts (9.0%)

Concepts:

• 1. Brand Identity
• 1. Brand Story
• 1. Hero's Journey
• 1. Founder Story
• 1. Word-of-Mouth Marketing
• 1. Social Media Marketing
• 1. Campus Marketing
• 1. Content Marketing
• 1. Network Effects
• 1. Zero-Budget Marketing
• 1. Viral Loop
• 1. Press Coverage
• 1. Pitch Story Arc
• 1. Storytelling Frameworks
• 1. Early Adopter Strategy
• ...and 3 more

Foundation Concepts - Prerequisites (FOUND)

Count: 15 concepts (7.5%)

Concepts:

• 1. Entrepreneurship
• 1. Liberal Arts Education
• 1. Creativity
• 1. Innovation
• 1. Problem Solving
• 1. Critical Thinking
• 1. Growth Mindset
• 1. Risk Tolerance
• 1. Resilience
• 1. Self-Awareness
• 1. Motivation
• 1. Curiosity
• 1. Ethical Reasoning
• 1. Communication Skills
• 1. Collaboration

IKIH (IKIH)

Count: 15 concepts (7.5%)

Concepts:

• 1. Ikigai
• 1. Reason for Being
• 1. What You Love
• 1. What You Are Good At
• 1. What the World Needs
• 1. What You Can Be Paid For
• 1. Passion Intersection
• 1. Mission Intersection
• 1. Vocation Intersection
• 1. Profession Intersection
• 1. Ikigai Venn Diagram
• 1. Personal Values Assessment
• 1. Strength Identification
• 1. Purpose Discovery
• 1. Personal Brand

OPP (OPP)

Count: 15 concepts (7.5%)

Concepts:

• 1. Opportunity vs. Idea
• 1. Customer Pain Points
• 1. Underserved Markets
• 1. Social Gaps
• 1. Trend Analysis
• 1. Demographic Shifts
• 1. Technology Waves
• 1. Cultural Movements
• 1. Regulatory Changes
• 1. Opportunity Evaluation Matrix
• 1. Market Research
• 1. Primary Research
• 1. Secondary Research
• 1. Problem-Solution Fit
• 1. Market Need Validation

LEAN (LEAN)

Count: 15 concepts (7.5%)

Concepts:

• 1. Minimum Viable Product
• 1. Build-Measure-Learn Cycle
• 1. Riskiest Assumption
• 1. Paper Prototype
• 1. Wireframe
• 1. Landing Page Test
• 1. A/B Testing
• 1. Validated Learning
• 1. Customer Feedback Loop
• 1. Lean Startup Methodology
• 1. Pivot vs. Persevere Decision
• 1. Product-Market Fit
• 1. Hypothesis Testing
• 1. Experiment Design
• 1. Learning Metrics

SOC (SOC)

Count: 15 concepts (7.5%)

Concepts:

• 1. Social Entrepreneurship
• 1. Social Venture
• 1. Nonprofit Model
• 1. For-Profit Model
• 1. Hybrid Social Enterprise
• 1. B-Corp Certification
• 1. Benefit Corporation
• 1. Cooperative Model
• 1. Social Impact Measurement
• 1. Theory of Change
• 1. Social Return on Investment
• 1. Triple Bottom Line
• 1. Mission-Driven Organization
• 1. Stakeholder Theory
• 1. Community Engagement

BIZ (BIZ)

Count: 15 concepts (7.5%)

Concepts:

• 1. Business Model Canvas
• 1. Business Model
• 1. Revenue Streams
• 1. Channels
• 1. Customer Relationships
• 1. Key Resources
• 1. Key Activities
• 1. Key Partnerships
• 1. Cost Structure
• 1. Direct Channels
• 1. Indirect Channels
• 1. Customer Acquisition
• 1. Customer Retention
• 1. Subscription Model
• 1. Marketplace Model

FIN (FIN)

Count: 15 concepts (7.5%)

Concepts:

• 1. Revenue Model
• 1. Product Sales Model
• 1. Licensing Model
• 1. Freemium Model
• 1. Service Revenue Model
• 1. Customer Acquisition Cost
• 1. Lifetime Customer Value
• 1. Gross Margin
• 1. Break-Even Analysis
• 1. Financial Projection
• 1. Cash Flow
• 1. Fixed Costs
• 1. Variable Costs
• 1. Unit Economics
• 1. Bootstrapping

TEAM (TEAM)

Count: 14 concepts (7.0%)

Concepts:

• 1. Team Formation
• 1. Team Diversity
• 1. Complementary Skills
• 1. Builder Role
• 1. Seller Role
• 1. Visionary Role
• 1. Co-Founder Pitch
• 1. Co-Founder Agreement
• 1. Founder Vesting
• 1. Conflict Resolution
• 1. Equity Split
• 1. Team Communication
• 1. Role Definition
• 1. Skill Gap Analysis

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 5.5%)
• ✅ 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