Taxonomy Distribution Report

Overview

• Total Concepts: 275
• Number of Taxonomies: 15
• Average Concepts per Taxonomy: 18.3

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
STRC	STRC	23	8.4%	✅
BREV	BREV	21	7.6%	✅
DVIS	DVIS	21	7.6%	✅
PDES	PDES	21	7.6%	✅
TWRT	TWRT	21	7.6%	✅
PERS	PERS	20	7.3%	✅
AUDN	AUDN	19	6.9%	✅
Foundation Concepts - Prerequisites	FOUND	18	6.5%	✅
PDEL	PDEL	18	6.5%	✅
STOR	STOR	18	6.5%	✅
CLAR	CLAR	17	6.2%	✅
AICM	AICM	16	5.8%	✅
PROF	PROF	16	5.8%	✅
FDBK	FDBK	15	5.5%	✅
CAPS	CAPS	11	4.0%	✅

Visual Distribution

STRC                      ████  23 (  8.4%)
BREV                      ███  21 (  7.6%)
DVIS                      ███  21 (  7.6%)
PDES                      ███  21 (  7.6%)
TWRT                      ███  21 (  7.6%)
PERS                      ███  20 (  7.3%)
AUDN                      ███  19 (  6.9%)
Foundation Concepts - Pre ███  18 (  6.5%)
PDEL                      ███  18 (  6.5%)
STOR                      ███  18 (  6.5%)
CLAR                      ███  17 (  6.2%)
AICM                      ██  16 (  5.8%)
PROF                      ██  16 (  5.8%)
FDBK                      ██  15 (  5.5%)
CAPS                      ██  11 (  4.0%)

Balance Analysis

✅ No Over-Represented Categories

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

Category Details

STRC (STRC)

Count: 23 concepts (8.4%)

Concepts:

• 1. Structure
• 1. Logical Structure
• 1. Pyramid Principle
• 1. Barbara Minto
• 1. Top-Down Communication
• 1. Bottom-Up Communication
• 1. Governing Thought
• 1. Key Line Arguments
• 1. Supporting Evidence
• 1. MECE Principle
• 1. Mutually Exclusive
• 1. Collectively Exhaustive
• 1. Issue Trees
• 1. Logical Grouping
• 1. Logical Ordering
• ...and 8 more

BREV (BREV)

Count: 21 concepts (7.6%)

Concepts:

• 1. Brevity
• 1. Conciseness
• 1. Three-Minute Thesis
• 1. 3MT Structure
• 1. 3MT Delivery Techniques
• 1. Smart Brevity
• 1. Smart Brevity Axioms
• 1. Word Economy
• 1. Eliminating Filler Words
• 1. Front-Loading Key Points
• 1. Inverted Pyramid Writing
• 1. Dilution Effect
• 1. Niro Sivanathan
• 1. Diagnostic Information
• 1. Non-Diagnostic Information
• ...and 6 more

DVIS (DVIS)

Count: 21 concepts (7.6%)

Concepts:

• 1. Data Visualization
• 1. Edward Tufte
• 1. Tufte 4S Model
• 1. Significance Principle
• 1. Supportive Principle
• 1. Simplicity Principle
• 1. Singular Principle
• 1. Data-Ink Ratio
• 1. Chartjunk
• 1. Chart Selection
• 1. Bar Charts
• 1. Line Charts
• 1. Scatter Plots
• 1. Pie Chart Limitations
• 1. Tables vs Charts
• ...and 6 more

PDES (PDES)

Count: 21 concepts (7.6%)

Concepts:

• 1. Presentation Design
• 1. Slide Design Principles
• 1. Visual Hierarchy
• 1. White Space
• 1. Font Selection
• 1. One Idea Per Slide
• 1. Slide Layout
• 1. Title Slides
• 1. Content Slides
• 1. Summary Slides
• 1. Bullet Point Alternatives
• 1. Image-Driven Slides
• 1. Animation and Transitions
• 1. Slide Deck Structure
• 1. Opening Hook
• ...and 6 more

TWRT (TWRT)

Count: 21 concepts (7.6%)

Concepts:

• 1. Technical Writing
• 1. Technical Proposals
• 1. Technical Reports
• 1. Documentation Standards
• 1. Requirements Documents
• 1. User Documentation
• 1. API Documentation
• 1. Code Comments
• 1. Code Review Feedback
• 1. Email Communication
• 1. Meeting Notes
• 1. Progress Reports
• 1. Status Updates
• 1. White Papers
• 1. Specification Writing
• ...and 6 more

PERS (PERS)

Count: 20 concepts (7.3%)

Concepts:

• 1. Persuasion
• 1. Influence
• 1. Charles Duhigg
• 1. Supercommunicators
• 1. Emotional Triggers
• 1. Logical Appeals
• 1. Credibility
• 1. Ethos Pathos Logos
• 1. Social Proof
• 1. Reciprocity Principle
• 1. Framing Effect
• 1. Anchoring Bias
• 1. Loss Aversion
• 1. Negotiation Skills
• 1. Building Rapport
• ...and 5 more

AUDN (AUDN)

Count: 19 concepts (6.9%)

Concepts:

• 1. Audience Analysis
• 1. Target Audience
• 1. Audience Segmentation
• 1. Technical Audience
• 1. Non-Technical Audience
• 1. Executive Audience
• 1. Stakeholder Mapping
• 1. Audience Needs Assessment
• 1. Prior Knowledge Assessment
• 1. Knowledge Gap
• 1. Message Adaptation
• 1. Vocabulary Adaptation
• 1. Depth Calibration
• 1. Context Setting
• 1. Shared Mental Model
• ...and 4 more

Foundation Concepts - Prerequisites (FOUND)

Count: 18 concepts (6.5%)

Concepts:

• 1. Technical Communication
• 1. Communication Skills
• 1. Career Multiplier Effect
• 1. Soft Skills
• 1. Hard Skills
• 1. Communication Process
• 1. Sender-Receiver Model
• 1. Message Encoding
• 1. Message Decoding
• 1. Communication Barriers
• 1. Noise in Communication
• 1. Feedback Loop
• 1. Verbal Communication
• 1. Nonverbal Communication
• 1. Written Communication
• ...and 3 more

PDEL (PDEL)

Count: 18 concepts (6.5%)

Concepts:

• 1. Presentation Delivery
• 1. Public Speaking
• 1. Stage Presence
• 1. Voice Projection
• 1. Pacing and Pausing
• 1. Eye Contact
• 1. Body Language
• 1. Gestures
• 1. Confidence Building
• 1. Managing Nervousness
• 1. Audience Engagement
• 1. Question and Answer
• 1. Handling Objections
• 1. Impromptu Speaking
• 1. Rehearsal Techniques
• ...and 3 more

STOR (STOR)

Count: 18 concepts (6.5%)

Concepts:

• 1. Storytelling
• 1. Narrative Structure
• 1. Gary Klein
• 1. Klein Setting Stage
• 1. Klein Dilemma
• 1. Klein Action
• 1. Klein Outcome
• 1. Engineering Case Studies
• 1. Anecdotes
• 1. Emotional Connection
• 1. Story Arc
• 1. Character in Stories
• 1. Conflict and Resolution
• 1. Metaphors and Analogies
• 1. Opening Stories
• ...and 3 more

CLAR (CLAR)

Count: 17 concepts (6.2%)

Concepts:

• 1. Clarity
• 1. Simplicity
• 1. Jargon
• 1. Plain Language
• 1. Feynman Technique
• 1. Feynman Step One Teach
• 1. Feynman Step Two Identify
• 1. Feynman Step Three Simplify
• 1. Feynman Step Four Analogies
• 1. Cognitive Load
• 1. Working Memory Limits
• 1. Chunking Information
• 1. Signal to Noise Ratio
• 1. Precision in Language
• 1. Ambiguity
• ...and 2 more

AICM (AICM)

Count: 16 concepts (5.8%)

Concepts:

• 1. AI in Communication
• 1. Large Language Models
• 1. AI Writing Assistants
• 1. Prompt Engineering
• 1. AI-Generated Content
• 1. Human-AI Collaboration
• 1. AI Content Review
• 1. Multimodal AI
• 1. AI Presentation Tools
• 1. AI Summarization
• 1. AI Translation Tools
• 1. AI Limitations
• 1. AI Ethics Communication
• 1. Fact-Checking AI Output
• 1. AI Workflow Integration
• ...and 1 more

PROF (PROF)

Count: 16 concepts (5.8%)

Concepts:

• 1. Career Communication
• 1. Job Interview Skills
• 1. Elevator Pitch
• 1. Personal Branding
• 1. LinkedIn Communication
• 1. Networking Skills
• 1. Team Communication
• 1. Cross-Functional Teams
• 1. Leadership Communication
• 1. Conflict Resolution
• 1. Remote Communication
• 1. Asynchronous Communication
• 1. Meeting Facilitation
• 1. Decision Communication
• 1. Crisis Communication
• ...and 1 more

FDBK (FDBK)

Count: 15 concepts (5.5%)

Concepts:

• 1. Feedback
• 1. Constructive Feedback
• 1. Peer Review
• 1. Self-Assessment
• 1. Communication Audit
• 1. Iterative Improvement
• 1. Practice and Repetition
• 1. Video Self-Review
• 1. Rubric-Based Assessment
• 1. Bloom Taxonomy
• 1. Growth Mindset
• 1. Deliberate Practice
• 1. Communication Journal
• 1. Mentor Feedback
• 1. Continuous Improvement

CAPS (CAPS)

Count: 11 concepts (4.0%)

Concepts:

• 1. Communication Strategy
• 1. Integrated Presentation
• 1. Multi-Audience Proposal
• 1. Visualization Portfolio
• 1. Storytelling Case Study
• 1. AI-Assisted Workflow
• 1. Peer Teaching Exercise
• 1. Communication Plan
• 1. Portfolio Development
• 1. Reflective Practice
• 1. Lifelong Learning

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 4.4%)
• ✅ 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