Taxonomy Distribution Report

Overview

• Total Concepts: 200
• Number of Taxonomies: 14
• Average Concepts per Taxonomy: 14.3

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
TRANS	TRANS	20	10.0%	✅
DATA	DATA	20	10.0%	✅
GOPS	GOPS	19	9.5%	✅
RDBMS	RDBMS	18	9.0%	✅
GRAPH	GRAPH	17	8.5%	✅
OPS	OPS	16	8.0%	✅
COMP	COMP	16	8.0%	✅
QPERF	QPERF	15	7.5%	✅
ITIL	ITIL	14	7.0%	✅
ASSET	ASSET	11	5.5%	✅
OBSRV	OBSRV	11	5.5%	✅
AI	AI	10	5.0%	✅
BIZS	BIZS	8	4.0%	✅
VALID	VALID	5	2.5%	ℹ️ Under

Visual Distribution

TRANS  █████  20 ( 10.0%)
DATA   █████  20 ( 10.0%)
GOPS   ████  19 (  9.5%)
RDBMS  ████  18 (  9.0%)
GRAPH  ████  17 (  8.5%)
OPS    ████  16 (  8.0%)
COMP   ████  16 (  8.0%)
QPERF  ███  15 (  7.5%)
ITIL   ███  14 (  7.0%)
ASSET  ██  11 (  5.5%)
OBSRV  ██  11 (  5.5%)
AI     ██  10 (  5.0%)
BIZS   ██   8 (  4.0%)
VALID  █   5 (  2.5%)

Balance Analysis

✅ No Over-Represented Categories

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

ℹ️ Under-Represented Categories (<3%)

• VALID (VALID): 5 concepts (2.5%)
• Note: Small categories are acceptable for specialized topics

Category Details

TRANS (TRANS)

Count: 20 concepts (10.0%)

Concepts:

• 1. Technical Debt
• 1. Legacy System
• 1. Vendor Management
• 1. ServiceNow
• 1. Dynatrace
• 1. Atlassian
• 1. Vendor Evaluation
• 1. Technology Selection
• 1. Build vs Buy
• 1. Total Cost of Ownership
• 1. TCO
• 1. Return on Investment
• 1. ROI
• 1. Business Case
• 1. Digital Transformation
• ...and 5 more

DATA (DATA)

Count: 20 concepts (10.0%)

Concepts:

• 1. Data Quality
• 1. Data Governance
• 1. Data Management
• 1. DMBOK
• 1. Data Quality Dimension
• 1. Accuracy
• 1. Completeness
• 1. Consistency
• 1. Timeliness
• 1. Validity
• 1. Fitness for Purpose
• 1. Data Steward
• 1. Data Owner
• 1. Data Custodian
• 1. Metadata
• ...and 5 more

GOPS (GOPS)

Count: 19 concepts (9.5%)

Concepts:

• 1. Graph Traversal
• 1. Depth-First Search
• 1. Breadth-First Search
• 1. Path Finding
• 1. Shortest Path
• 1. Graph Algorithm
• 1. Cycle Detection
• 1. Graph Query
• 1. Pattern Matching
• 1. Dependency Tracing
• 1. Upstream Dependency
• 1. Downstream Dependency
• 1. Blast Radius
• 1. Impact Analysis
• 1. Root Cause Analysis
• ...and 4 more

RDBMS (RDBMS)

Count: 18 concepts (9.0%)

Concepts:

• 1. Relational Database
• 1. RDBMS
• 1. Structured Query Language
• 1. SQL
• 1. Database Schema
• 1. Table
• 1. Column
• 1. Row
• 1. Primary Key
• 1. Foreign Key
• 1. Join Operation
• 1. Inner Join
• 1. Outer Join
• 1. Transitive Dependency
• 1. Multi-Hop Query
• ...and 3 more

GRAPH (GRAPH)

Count: 17 concepts (8.5%)

Concepts:

• 1. Graph Database
• 1. Graph Theory
• 1. Node
• 1. Edge
• 1. Vertex
• 1. Relationship
• 1. Property Graph
• 1. Node Property
• 1. Edge Property
• 1. Directed Graph
• 1. Undirected Graph
• 1. Directed Acyclic Graph
• 1. DAG
• 1. Native Graph Storage
• 1. Graph Layer
• ...and 2 more

OPS (OPS)

Count: 16 concepts (8.0%)

Concepts:

• 1. Incident Management
• 1. Problem Management
• 1. Incident Response
• 1. Mean Time to Detect
• 1. MTTD
• 1. Mean Time to Resolve
• 1. MTTR
• 1. Key Performance Indicator
• 1. KPI
• 1. Operational Excellence
• 1. Continuous Improvement
• 1. Best Practice
• 1. Industry Standard
• 1. Framework Adoption
• 1. Process Maturity
• ...and 1 more

COMP (COMP)

Count: 16 concepts (8.0%)

Concepts:

• 1. Compliance
• 1. Regulatory Compliance
• 1. HIPAA
• 1. Health Insurance Portability
• 1. GDPR
• 1. General Data Protection Regulation
• 1. DORA
• 1. Digital Operational Resilience Act
• 1. Audit Trail
• 1. Compliance Reporting
• 1. Risk Management
• 1. Risk Assessment
• 1. Access Control
• 1. Role-Based Access Control
• 1. RBAC
• ...and 1 more

QPERF (QPERF)

Count: 15 concepts (7.5%)

Concepts:

• 1. Query Performance
• 1. Query Optimization
• 1. Real-Time Query
• 1. Query Latency
• 1. Response Time
• 1. Performance Metric
• 1. Scalability
• 1. Horizontal Scaling
• 1. Vertical Scaling
• 1. Graph Complexity
• 1. Graph Density
• 1. Node Degree
• 1. In-Degree
• 1. Out-Degree
• 1. Graph Metric

ITIL (ITIL)

Count: 14 concepts (7.0%)

Concepts:

• 1. Configuration Item
• 1. Configuration Management
• 1. Configuration Management Database
• 1. CMDB
• 1. Information Technology Infrastructure Library
• 1. ITIL
• 1. ITIL Version 1
• 1. Service Support
• 1. Service Delivery
• 1. Change Management
• 1. Release Management
• 1. Configuration Baseline
• 1. Configuration Audit
• 1. Military-Spec Configuration

ASSET (ASSET)

Count: 11 concepts (5.5%)

Concepts:

• 1. Asset Management
• 1. IT Asset
• 1. Hardware Asset
• 1. Software Asset
• 1. Application Dependency
• 1. Infrastructure Dependency
• 1. Application Portfolio
• 1. Digital Estate
• 1. IT Portfolio
• 1. System Integration
• 1. Network Topology

OBSRV (OBSRV)

Count: 11 concepts (5.5%)

Concepts:

• 1. Observability
• 1. Monitoring
• 1. Telemetry
• 1. OpenTelemetry
• 1. eBPF
• 1. Extended Berkeley Packet Filter
• 1. Automated Discovery
• 1. Auto-Discovery
• 1. Dynamic Topology
• 1. Configuration Drift
• 1. Drift Detection

AI (AI)

Count: 10 concepts (5.0%)

Concepts:

• 1. Artificial Intelligence
• 1. Machine Learning
• 1. AI-Assisted Curation
• 1. Graph RAG
• 1. Retrieval Augmented Generation
• 1. Knowledge Graph
• 1. Semantic Model
• 1. Ontology
• 1. Taxonomy
• 1. Anomaly Detection

BIZS (BIZS)

Count: 8 concepts (4.0%)

Concepts:

• 1. Service Dependency
• 1. Business Service
• 1. Technical Service
• 1. Service Mapping
• 1. Business Service Mapping
• 1. Service Topology
• 1. Service Level Agreement
• 1. SLA

VALID (VALID)

Count: 5 concepts (2.5%)

Concepts:

• 1. Classification System
• 1. Exception Reporting
• 1. Data Validation
• 1. Validation Rule
• 1. Business Rule

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 7.5%)
• ✅ 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