Taxonomy Distribution Report¶
Overview¶
- Total Concepts: 657
- Number of Taxonomies: 15
- Average Concepts per Taxonomy: 43.8
Distribution Summary¶
| Category | TaxonomyID | Count | Percentage | Status |
|---|---|---|---|---|
| Launching And Session Design | LAUNCH | 70 | 10.7% | ✅ |
| Project Kits And Hardware | KITS | 60 | 9.1% | ✅ |
| Physical Computing And Electronics | PHYS | 55 | 8.4% | ✅ |
| Scheduling Registration And Events | SCHED | 52 | 7.9% | ✅ |
| Computational Thinking And Curriculum | CT | 50 | 7.6% | ✅ |
| AI Agents For Club Management | AI | 50 | 7.6% | ✅ |
| Devices And IT Management | TECH | 44 | 6.7% | ✅ |
| Mentors Students And Ratios | PEOPLE | 42 | 6.4% | ✅ |
| Data Tracking And Communication | DATA | 42 | 6.4% | ✅ |
| Coding Club Foundations | FOUND | 36 | 5.5% | ✅ |
| Budget Funding And Partnerships | FUND | 36 | 5.5% | ✅ |
| Governance And Charter | GOV | 32 | 4.9% | ✅ |
| Oversight And Sustainability | BOARD | 32 | 4.9% | ✅ |
| Motivation And Recognition | MOTIV | 30 | 4.6% | ✅ |
| Diversity Equity And Access | DEI | 26 | 4.0% | ✅ |
Visual Distribution¶
Launching And Session Des █████ 70 ( 10.7%)
Project Kits And Hardware ████ 60 ( 9.1%)
Physical Computing And El ████ 55 ( 8.4%)
Scheduling Registration A ███ 52 ( 7.9%)
Computational Thinking An ███ 50 ( 7.6%)
AI Agents For Club Manage ███ 50 ( 7.6%)
Devices And IT Management ███ 44 ( 6.7%)
Mentors Students And Rati ███ 42 ( 6.4%)
Data Tracking And Communi ███ 42 ( 6.4%)
Coding Club Foundations ██ 36 ( 5.5%)
Budget Funding And Partne ██ 36 ( 5.5%)
Governance And Charter ██ 32 ( 4.9%)
Oversight And Sustainabil ██ 32 ( 4.9%)
Motivation And Recognitio ██ 30 ( 4.6%)
Diversity Equity And Acce █ 26 ( 4.0%)
Balance Analysis¶
✅ No Over-Represented Categories¶
All categories are under the 30% threshold. Good balance!
Category Details¶
Launching And Session Design (LAUNCH)¶
Count: 70 concepts (10.7%)
Concepts:
-
- Gauging Interest Survey
-
- Interest Survey Analysis
-
- Establishing A New Club
-
- Club Feasibility Assessment
-
- Founding Team
-
- First Club Meeting
-
- Meeting Agenda Design
-
- Promoting First Meeting
-
- Flyer Design
-
- Social Media Promotion
-
- Word Of Mouth Promotion
-
- Starting Small Strategy
-
- First Three Students
-
- Pilot Cohort
-
- Walk In Experience
- ...and 55 more
Project Kits And Hardware (KITS)¶
Count: 60 concepts (9.1%)
Concepts:
-
- Raspberry Pi Pico
-
- MicroPython Basics
-
- MicroPython Syntax
-
- MicroPython Loop
-
- NeoPixel LED Strip
-
- LED Strip Wiring
-
- Moving Rainbow Kit
-
- Moving Rainbow Pattern
-
- LED Noodle Project
-
- Halloween Costume Lighting
-
- Holiday Light Pattern
-
- Fourth Of July Pattern
-
- Color Wheel Programming
-
- Brightness Control Code
-
- Animation Timing Code
- ...and 45 more
Physical Computing And Electronics (PHYS)¶
Count: 55 concepts (8.4%)
Concepts:
-
- Physical Computing
-
- Electrical Safety Rules
-
- Breadboard Basics
-
- Jumper Wire
-
- Resistor Basics
-
- LED Basics
-
- Blinking Light Circuit
-
- Push Button Switch
-
- Digital Input
-
- Digital Output
-
- Analog Input
-
- Analog Output
-
- Voltage Basics
-
- Current Basics
-
- Short Circuit Hazard
- ...and 40 more
Scheduling Registration And Events (SCHED)¶
Count: 52 concepts (7.9%)
Concepts:
-
- Session Scheduling
-
- Selecting A Date And Time
-
- Alternating Saturday Model
-
- Weekday After School Model
-
- Semester Based Schedule
-
- Drop In Model
-
- Recurring Session Series
-
- Holiday Schedule Planning
-
- Working Around Holidays
-
- School Calendar Alignment
-
- Registration System
-
- Online Registration Form
-
- Eventbrite Case Study
-
- Registration Capacity Limit
-
- Registering Mentors First
- ...and 37 more
Computational Thinking And Curriculum (CT)¶
Count: 50 concepts (7.6%)
Concepts:
-
- Computational Thinking Skills
-
- Decomposition Skill
-
- Pattern Recognition Skill
-
- Abstraction Skill
-
- Algorithm Design Skill
-
- Debugging Skill
-
- Keyboarding Skills
-
- Typing Practice Tool
-
- Scratch Programming
-
- Scratch Sprite
-
- Scratch Block Coding
-
- Scratch Project Sharing
-
- Block Based To Text Transition
-
- Python Programming
-
- Python Syntax Basics
- ...and 35 more
AI Agents For Club Management (AI)¶
Count: 50 concepts (7.6%)
Concepts:
-
- AI Agent Basics
-
- Leveraging AI Agents
-
- Planning AI Agent
-
- Communication AI Agent
-
- Registration AI Agent
-
- Scheduling AI Agent
-
- Reminder AI Agent
-
- Mentor Coaching AI Agent
-
- Influence Graph Concept
-
- Building An Influence Graph
-
- Targeting Mentor Populations
-
- AI Managed Mailing List
-
- AI Generated Announcement
-
- AI Drafted Newsletter
-
- AI Survey Analysis
- ...and 35 more
Devices And IT Management (TECH)¶
Count: 44 concepts (6.7%)
Concepts:
-
- Laptop Purchasing
-
- Laptop Configuration
-
- Chromebook Management
-
- Windows Device Management
-
- MacOS Device Management
-
- Student Login Account
-
- Shared Device Account
-
- Individual Device Account
-
- Device Imaging Process
-
- Device Inventory Tracking
-
- Device Charging Cart
-
- Device Labeling System
-
- Device Loaner Agreement
-
- Screen Time Management
-
- Content Filtering Software
- ...and 29 more
Mentors Students And Ratios (PEOPLE)¶
Count: 42 concepts (6.4%)
Concepts:
-
- Mentor
-
- Student
-
- Volunteer Mentor
-
- Professional Mentor
-
- Peer Mentor
-
- Student To Mentor Ratio
-
- Why Three To One Works
-
- Adding Mentors
-
- Adding Students
-
- Mentor Capacity Planning
-
- Mentor Availability Tracking
-
- Mentor Skill Matching
-
- Student Skill Level
-
- Student Age Range
-
- Student Grouping Strategy
- ...and 27 more
Data Tracking And Communication (DATA)¶
Count: 42 concepts (6.4%)
Concepts:
-
- Saving Student Data
-
- Student Data Privacy
-
- Tracking Student Progress
-
- Progress Dashboard
-
- Simple Spreadsheet Tracking
-
- Spreadsheet Template Design
-
- Managing Email Communication
-
- Email List Segmentation
-
- Setting Up A Calendar
-
- Shared Calendar Access
-
- Notification System
-
- Email And Chat Tools
-
- Group Messaging App
-
- Forms And Feedback Tools
-
- Survey Tool Selection
- ...and 27 more
Coding Club Foundations (FOUND)¶
Count: 36 concepts (5.5%)
Concepts:
-
- Coding Club
-
- Maker Space
-
- STEM Education
-
- Computer Science Education
-
- Digital Literacy
-
- After School Program
-
- Extracurricular Learning
-
- Informal Learning
-
- Peer Learning
-
- Hands On Learning
-
- Project Based Learning
-
- Club Sustainability
-
- Single Leader Dependency
-
- Leadership Succession
-
- Continuous Improvement
- ...and 21 more
Budget Funding And Partnerships (FUND)¶
Count: 36 concepts (5.5%)
Concepts:
-
- Establishing A Budget
-
- Budget Line Item
-
- Recurring Cost Planning
-
- One Time Cost Planning
-
- Cost Per Student Estimate
-
- Raising Funds
-
- Grant Writing Basics
-
- Grant Proposal Structure
-
- Grant Application Tracking
-
- Community Support Drive
-
- Crowdfunding Campaign
-
- Corporate Sponsorship
-
- In Kind Donation
-
- Fundraising Event Planning
-
- Local Company Partnership
- ...and 21 more
Governance And Charter (GOV)¶
Count: 32 concepts (4.9%)
Concepts:
-
- Club Charter
-
- Club Values
-
- Code Of Conduct
-
- Volunteer Background Check
-
- Child Safety Policy
-
- Liability Considerations
-
- Parental Consent Form
-
- Photo Release Form
-
- Data Privacy Policy
-
- Anti Harassment Policy
-
- Conflict Resolution Process
-
- Club Bylaws
-
- Decision Making Process
-
- Roles And Responsibilities
-
- Club Leader Role
- ...and 17 more
Oversight And Sustainability (BOARD)¶
Count: 32 concepts (4.9%)
Concepts:
-
- Oversight Board
-
- Board Roles And Duties
-
- Board Meeting Cadence
-
- Board Member Recruitment
-
- Board Term Limits
-
- Succession Planning
-
- Club Inventory System
-
- Inventory Sticker Printing
-
- QR Code On Kits
-
- Asset Tagging Process
-
- Inventory Audit Process
-
- Lost Item Policy
-
- Equipment Checkout System
-
- Equipment Return Tracking
-
- Advanced Mentor Recruiting
- ...and 17 more
Motivation And Recognition (MOTIV)¶
Count: 30 concepts (4.6%)
Concepts:
-
- Motivating Students
-
- Intrinsic Motivation
-
- Extrinsic Reward System
-
- Challenge Card System
-
- Learning Map Display
-
- Badge Design
-
- Sticker Reward System
-
- Progress Tracker Poster
-
- Leaderboard Consideration
-
- Friendly Competition Design
-
- Collaborative Challenge Design
-
- Growth Mindset Coaching
-
- Celebrating Small Wins
-
- Public Recognition Event
-
- Certificate Of Completion
- ...and 15 more
Diversity Equity And Access (DEI)¶
Count: 26 concepts (4.0%)
Concepts:
-
- Recruiting Minorities
-
- Recruiting Girls And Women
-
- Underserved Community Outreach
-
- Language Accessibility
-
- Translated Materials
-
- Low Income Family Support
-
- No Fee Club Model
-
- Why No Fees Matters
-
- Scholarship Fund
-
- Free Device Loan Program
-
- Transportation Barrier Solution
-
- Accessible Session Timing
-
- Disability Accommodation
-
- Assistive Technology Option
-
- Culturally Responsive Teaching
- ...and 11 more
Recommendations¶
- ✅ Excellent balance: Categories are evenly distributed (spread: 6.7%)
- ✅ 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
Report generated by learning-graph-reports/taxonomy_distribution.py