Taxonomy Distribution Report

Overview

• Total Concepts: 580
• Number of Taxonomies: 24
• Average Concepts per Taxonomy: 24.2

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
DATA	DATA	60	10.3%	✅
KGENS	KGENS	44	7.6%	✅
SEC	SEC	37	6.4%	✅
PM	PM	30	5.2%	✅
AIIS	AIIS	26	4.5%	✅
APPDEV	APPDEV	25	4.3%	✅
ITSM	ITSM	25	4.3%	✅
RAI	RAI	25	4.3%	✅
AISEC	AISEC	25	4.3%	✅
AIPROD	AIPROD	25	4.3%	✅
SAD	SAD	24	4.1%	✅
ARCH	ARCH	23	4.0%	✅
CLOUD	CLOUD	22	3.8%	✅
PRIV	PRIV	22	3.8%	✅
AILAW	AILAW	20	3.4%	✅
BI	BI	19	3.3%	✅
BPM	BPM	19	3.3%	✅
Foundation Concepts - Prerequisites	FOUND	18	3.1%	✅
ROLE	ROLE	18	3.1%	✅
DATAGOV	DATAGOV	18	3.1%	✅
ENT	ENT	15	2.6%	ℹ️ Under
NET	NET	15	2.6%	ℹ️ Under
HCI	HCI	14	2.4%	ℹ️ Under
EMRG	EMRG	11	1.9%	ℹ️ Under

Visual Distribution

DATA                      █████  60 ( 10.3%)
KGENS                     ███  44 (  7.6%)
SEC                       ███  37 (  6.4%)
PM                        ██  30 (  5.2%)
AIIS                      ██  26 (  4.5%)
APPDEV                    ██  25 (  4.3%)
ITSM                      ██  25 (  4.3%)
RAI                       ██  25 (  4.3%)
AISEC                     ██  25 (  4.3%)
AIPROD                    ██  25 (  4.3%)
SAD                       ██  24 (  4.1%)
ARCH                      █  23 (  4.0%)
CLOUD                     █  22 (  3.8%)
PRIV                      █  22 (  3.8%)
AILAW                     █  20 (  3.4%)
BI                        █  19 (  3.3%)
BPM                       █  19 (  3.3%)
Foundation Concepts - Pre █  18 (  3.1%)
ROLE                      █  18 (  3.1%)
DATAGOV                   █  18 (  3.1%)
ENT                       █  15 (  2.6%)
NET                       █  15 (  2.6%)
HCI                       █  14 (  2.4%)
EMRG                        11 (  1.9%)

Balance Analysis

✅ No Over-Represented Categories

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

ℹ️ Under-Represented Categories (<3%)

• ENT (ENT): 15 concepts (2.6%)
• Note: Small categories are acceptable for specialized topics
• NET (NET): 15 concepts (2.6%)
• Note: Small categories are acceptable for specialized topics
• HCI (HCI): 14 concepts (2.4%)
• Note: Small categories are acceptable for specialized topics
• EMRG (EMRG): 11 concepts (1.9%)
• Note: Small categories are acceptable for specialized topics

Category Details

DATA (DATA)

Count: 60 concepts (10.3%)

Concepts:

• 1. Data Modeling
• 1. Conceptual Data Model
• 1. Logical Data Model
• 1. Physical Data Model
• 1. Entity Relationship Diagram
• 1. Entity
• 1. Attribute
• 1. Relationship
• 1. Cardinality
• 1. Primary Key
• 1. Foreign Key
• 1. Database Index
• 1. Database Constraint
• 1. Normalization
• 1. First Normal Form
• ...and 45 more

KGENS (KGENS)

Count: 44 concepts (7.6%)

Concepts:

• 1. Knowledge Graph
• 1. Property Graph Model
• 1. Node and Edge
• 1. Graph Schema
• 1. Ontology
• 1. Taxonomy in IS
• 1. Schema.org
• 1. Domain Vocabulary
• 1. Cypher Query Language
• 1. GQL Standard
• 1. Neo4j
• 1. Amazon Neptune
• 1. TigerGraph
• 1. Memgraph
• 1. Graph Traversal
• ...and 29 more

SEC (SEC)

Count: 37 concepts (6.4%)

Concepts:

• 1. CIA Triad
• 1. Confidentiality
• 1. Integrity
• 1. Availability
• 1. AAA Framework
• 1. Authentication
• 1. Authorization
• 1. Multifactor Authentication
• 1. Single Sign-On
• 1. Identity Provider
• 1. SAML
• 1. OAuth 2.0
• 1. OpenID Connect
• 1. Role-Based Access Control
• 1. Attribute-Based Access Control
• ...and 22 more

PM (PM)

Count: 30 concepts (5.2%)

Concepts:

• 1. Project Charter
• 1. Scope Statement
• 1. Stakeholder Analysis
• 1. Stakeholder Register
• 1. Work Breakdown Structure
• 1. Project Schedule
• 1. Gantt Chart
• 1. Critical Path Method
• 1. Project Triangle
• 1. Risk Register
• 1. Risk Mitigation
• 1. Issue Log
• 1. Change Control
• 1. Communication Plan
• 1. PMBOK Guide
• ...and 15 more

AIIS (AIIS)

Count: 26 concepts (4.5%)

Concepts:

• 1. Artificial Intelligence
• 1. Machine Learning
• 1. Predictive ML
• 1. Generative AI
• 1. Large Language Model
• 1. Foundation Model
• 1. Prompt
• 1. Prompt Engineering
• 1. Retrieval Augmented Generation
• 1. Vector Embedding
• 1. Vector Database
• 1. AI Agent
• 1. Agentic Workflow
• 1. AI in ERP
• 1. AI in CRM
• ...and 11 more

APPDEV (APPDEV)

Count: 25 concepts (4.3%)

Concepts:

• 1. SDLC
• 1. Waterfall Model
• 1. Agile Methodology
• 1. Scrum Framework
• 1. Kanban Method
• 1. Extreme Programming
• 1. Requirements Elicitation
• 1. Functional Requirement
• 1. Non-Functional Requirement
• 1. User Story
• 1. Acceptance Criteria
• 1. Sprint
• 1. Sprint Planning
• 1. Sprint Review
• 1. Sprint Retrospective
• ...and 10 more

ITSM (ITSM)

Count: 25 concepts (4.3%)

Concepts:

• 1. ITIL Service Lifecycle
• 1. Service Strategy
• 1. Service Design
• 1. Service Transition
• 1. Service Operation
• 1. Continual Service Improvement
• 1. Incident Management
• 1. Problem Management
• 1. ITIL Change Management
• 1. Configuration Management
• 1. CMDB
• 1. Service Catalog
• 1. Service Level Management
• 1. SLA Metrics
• 1. OLA
• ...and 10 more

RAI (RAI)

Count: 25 concepts (4.3%)

Concepts:

• 1. NIST AI RMF
• 1. AI Govern Function
• 1. AI Map Function
• 1. AI Measure Function
• 1. AI Manage Function
• 1. ISO IEC 42001
• 1. Bias Audit
• 1. Algorithmic Fairness
• 1. Explainability
• 1. Transparency
• 1. AI Acceptable Use Policy
• 1. Sanctioned Model List
• 1. Shadow AI
• 1. AI Incident Management
• 1. AI Inventory
• ...and 10 more

AISEC (AISEC)

Count: 25 concepts (4.3%)

Concepts:

• 1. AI Threat Landscape
• 1. Prompt Injection
• 1. Indirect Prompt Injection
• 1. Jailbreaking
• 1. Training Data Poisoning
• 1. Model Inversion
• 1. Membership Inference
• 1. Model Exfiltration
• 1. Adversarial Example
• 1. OWASP LLM Top 10
• 1. MITRE ATLAS
• 1. Secure AI SDLC
• 1. AI Red Teaming
• 1. AI Output Filtering
• 1. AI Input Sanitization
• ...and 10 more

AIPROD (AIPROD)

Count: 25 concepts (4.3%)

Concepts:

• 1. AI in Help Desk
• 1. Intelligent Ticket Routing
• 1. Virtual Agent
• 1. Knowledge Base Copilot
• 1. Ticket Deflection
• 1. AI in App Development
• 1. Code Completion
• 1. AI Pair Programmer
• 1. AI Test Generation
• 1. AI Code Review
• 1. AI Documentation
• 1. Developer Productivity Metrics
• 1. AI in IT Operations
• 1. AIOps
• 1. Anomaly Detection in Ops
• ...and 10 more

SAD (SAD)

Count: 24 concepts (4.1%)

Concepts:

• 1. Feasibility Study
• 1. Cost Benefit Analysis
• 1. Use Case
• 1. Use Case Diagram
• 1. Activity Diagram
• 1. Sequence Diagram
• 1. Class Diagram
• 1. State Diagram
• 1. UML for IS
• 1. Joint Application Design
• 1. Prototyping
• 1. Wireframe
• 1. Mockup
• 1. Functional Specification
• 1. Requirements Traceability
• ...and 9 more

ARCH (ARCH)

Count: 23 concepts (4.0%)

Concepts:

• 1. Application Portfolio
• 1. Three-Tier Architecture
• 1. N-Tier Architecture
• 1. Presentation Tier
• 1. Application Tier
• 1. Data Tier
• 1. Enterprise Architecture
• 1. TOGAF Framework
• 1. Zachman Framework
• 1. Reference Architecture
• 1. Solution Architecture
• 1. Integration Pattern
• 1. Enterprise Service Bus
• 1. API Gateway
• 1. Service-Oriented Architecture
• ...and 8 more

CLOUD (CLOUD)

Count: 22 concepts (3.8%)

Concepts:

• 1. Cloud Computing
• 1. NIST Cloud Definition
• 1. IaaS
• 1. PaaS
• 1. SaaS
• 1. FaaS
• 1. Public Cloud
• 1. Private Cloud
• 1. Hybrid Cloud
• 1. Multi-Cloud
• 1. CapEx vs OpEx
• 1. Cloud Cost Model
• 1. FinOps
• 1. Reserved Instance
• 1. Container
• ...and 7 more

PRIV (PRIV)

Count: 22 concepts (3.8%)

Concepts:

• 1. GDPR
• 1. CCPA CPRA
• 1. HIPAA
• 1. SOX
• 1. PCI-DSS
• 1. Data Subject Rights
• 1. Right to Erasure
• 1. Data Portability
• 1. Privacy by Design
• 1. Privacy Impact Assessment
• 1. Data Processing Agreement
• 1. Data Residency
• 1. Cross-Border Transfer
• 1. Standard Contractual Clauses
• 1. Schrems II
• ...and 7 more

AILAW (AILAW)

Count: 20 concepts (3.4%)

Concepts:

• 1. EU AI Act
• 1. AI Risk Tier
• 1. Unacceptable Risk AI
• 1. High Risk AI
• 1. Limited Risk AI
• 1. Minimal Risk AI
• 1. US AI Executive Order
• 1. Colorado AI Act
• 1. NYC AEDT Law
• 1. AI in Healthcare HIPAA
• 1. AI in Lending ECOA
• 1. AI in Education FERPA
• 1. Copyright and Training Data
• 1. AI Procurement Clause
• 1. Vendor System Card Review
• ...and 5 more

BI (BI)

Count: 19 concepts (3.3%)

Concepts:

• 1. Descriptive Analytics
• 1. Diagnostic Analytics
• 1. Predictive Analytics
• 1. Prescriptive Analytics
• 1. Key Performance Indicator
• 1. Metric Definition
• 1. Dashboard Design
• 1. Self-Service BI
• 1. OLAP Cube
• 1. Cube Drilldown
• 1. Pivot Table
• 1. Power BI
• 1. Tableau
• 1. Data Visualization
• 1. Chart Selection
• ...and 4 more

BPM (BPM)

Count: 19 concepts (3.3%)

Concepts:

• 1. Process Modeling
• 1. BPMN Notation
• 1. Pool and Lane
• 1. Process Activity
• 1. Gateway
• 1. Process Event
• 1. As-Is Process
• 1. To-Be Process
• 1. Process Reengineering
• 1. Lean Methodology
• 1. Six Sigma
• 1. DMAIC
• 1. Workflow Automation
• 1. Robotic Process Automation
• 1. RPA Tools
• ...and 4 more

Foundation Concepts - Prerequisites (FOUND)

Count: 18 concepts (3.1%)

Concepts:

• 1. Information System
• 1. Data
• 1. Information
• 1. Knowledge
• 1. DIKW Hierarchy
• 1. Hardware
• 1. Software
• 1. Network
• 1. User
• 1. Business Process
• 1. Organization
• 1. Stakeholder
• 1. Business Value
• 1. Strategy
• 1. Digital Transformation
• ...and 3 more

ROLE (ROLE)

Count: 18 concepts (3.1%)

Concepts:

• 1. Strategic Alignment
• 1. Value Chain
• 1. Porter Five Forces
• 1. Competitive Advantage
• 1. Business Capability
• 1. IT Governance
• 1. COBIT Framework
• 1. ITIL Framework
• 1. CIO Role
• 1. CTO Role
• 1. CDO Role
• 1. CISO Role
• 1. Enterprise Architect Role
• 1. Business Analyst Role
• 1. Data Steward Role
• ...and 3 more

DATAGOV (DATAGOV)

Count: 18 concepts (3.1%)

Concepts:

• 1. ETL Process
• 1. ELT Process
• 1. Data Pipeline
• 1. Master Data Management
• 1. Data Quality
• 1. Data Lineage
• 1. Data Catalog
• 1. Data Dictionary
• 1. Metadata Management
• 1. Data Owner
• 1. Data Governance Council
• 1. DAMA DMBOK
• 1. Data Mesh
• 1. Data Product
• 1. Data Contract
• ...and 3 more

ENT (ENT)

Count: 15 concepts (2.6%)

Concepts:

• 1. Enterprise Resource Planning
• 1. ERP Implementation
• 1. CRM System
• 1. Supply Chain Management
• 1. Inventory Management
• 1. Procurement System
• 1. HRIS
• 1. Payroll System
• 1. Talent Management
• 1. Configuration vs Customization
• 1. Big Bang vs Phased Rollout
• 1. Best of Breed vs Suite
• 1. Implementation Partner
• 1. Industry Cloud
• 1. Post-ERP Review

NET (NET)

Count: 15 concepts (2.6%)

Concepts:

• 1. Local Area Network
• 1. Wide Area Network
• 1. Internet
• 1. Intranet
• 1. Extranet
• 1. VPN
• 1. SD-WAN
• 1. Bandwidth Capacity Planning
• 1. Latency
• 1. Throughput
• 1. Service Level Agreement
• 1. Cloud Connectivity
• 1. Network Redundancy
• 1. Network Monitoring
• 1. Telecom Procurement

HCI (HCI)

Count: 14 concepts (2.4%)

Concepts:

• 1. Usability Principle
• 1. Nielsen Heuristics
• 1. Accessibility WCAG
• 1. User Research
• 1. Persona
• 1. Journey Map
• 1. Information Architecture
• 1. Interaction Design
• 1. Visual Design
• 1. Form Design
• 1. Error Message Design
• 1. Mobile First Design
• 1. Responsive Design
• 1. Inclusive Design

EMRG (EMRG)

Count: 11 concepts (1.9%)

Concepts:

• 1. Sustainable IT
• 1. Green Computing
• 1. Circular IT
• 1. Data Mesh Principles
• 1. Federated Data Governance
• 1. Post-Quantum Cryptography
• 1. Crypto Agility
• 1. Edge Computing for IS
• 1. Digital Twin
• 1. Industry 4.0
• 1. AI-Native Organization

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 8.4%)
• ✅ 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