Taxonomy Distribution Report

Overview

• Total Concepts: 513
• Number of Taxonomies: 14
• Average Concepts per Taxonomy: 36.6

Distribution Summary

Category	TaxonomyID	Count	Percentage	Status
Clinical Decision Support, FHIR and CQL	CDS	59	11.5%	✅
Patient Data and Clinical Concepts	PAT	50	9.7%	✅
AI and Machine Learning	AI	44	8.6%	✅
Graph Analytics and Algorithms	ANAL	40	7.8%	✅
Provider Operations	PROV	40	7.8%	✅
Payer and Insurance	PAYER	40	7.8%	✅
Graph Technologies	GTECH	35	6.8%	✅
Healthcare Domain Fundamentals	HCARE	35	6.8%	✅
Foundation Concepts	FOUND	30	5.8%	✅
Financial and Business Operations	FIN	30	5.8%	✅
Fraud, Waste, and Abuse	FRAUD	30	5.8%	✅
Security and Privacy	SEC	30	5.8%	✅
Data Governance	GOV	30	5.8%	✅
Capstone and Career	CAP	20	3.9%	✅

Visual Distribution

Clinical Decision Support █████  59 ( 11.5%)
Patient Data and Clinical ████  50 (  9.7%)
AI and Machine Learning   ████  44 (  8.6%)
Graph Analytics and Algor ███  40 (  7.8%)
Provider Operations       ███  40 (  7.8%)
Payer and Insurance       ███  40 (  7.8%)
Graph Technologies        ███  35 (  6.8%)
Healthcare Domain Fundame ███  35 (  6.8%)
Foundation Concepts       ██  30 (  5.8%)
Financial and Business Op ██  30 (  5.8%)
Fraud, Waste, and Abuse   ██  30 (  5.8%)
Security and Privacy      ██  30 (  5.8%)
Data Governance           ██  30 (  5.8%)
Capstone and Career       █  20 (  3.9%)

Balance Analysis

✅ No Over-Represented Categories

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

Category Details

Clinical Decision Support, FHIR and CQL (CDS)

Count: 59 concepts (11.5%)

Concepts:

• 1. FHIR Standard
• 1. FHIR Resource
• 1. FHIR Server
• 1. FHIR RESTful API
• 1. Patient Resource
• 1. Condition Resource
• 1. Observation Resource
• 1. MedicationRequest Resource
• 1. Encounter Resource
• 1. CarePlan Resource
• 1. PlanDefinition Resource
• 1. ActivityDefinition Resource
• 1. Knowledge Representation Level
• 1. Narrative Level
• 1. Semi-Structured Level
• ...and 44 more

Patient Data and Clinical Concepts (PAT)

Count: 50 concepts (9.7%)

Concepts:

• 1. Patient Record
• 1. Patient ID
• 1. Patient History
• 1. Disease
• 1. Medical Condition
• 1. Symptom
• 1. Diagnosis
• 1. Differential Diagnosis
• 1. Treatment Plan
• 1. Prescription
• 1. Medication
• 1. Dosage
• 1. Drug Interaction
• 1. Adverse Event
• 1. Allergy
• ...and 35 more

AI and Machine Learning (AI)

Count: 44 concepts (8.6%)

Concepts:

• 1. Artificial Intelligence
• 1. Machine Learning
• 1. Supervised Learning
• 1. Unsupervised Learning
• 1. Large Language Model
• 1. Vector Store
• 1. Vector Embedding
• 1. Semantic Search
• 1. Token Efficiency
• 1. Retrieval-Augmented Generation
• 1. Knowledge Graph
• 1. Context Graph
• 1. Enterprise Knowledge Graph
• 1. Graph And LLM Integration
• 1. Enterprise Nervous System
• ...and 29 more

Graph Analytics and Algorithms (ANAL)

Count: 40 concepts (7.8%)

Concepts:

• 1. Graph Algorithm
• 1. Shortest Path Algorithm
• 1. Centrality Measure
• 1. PageRank Algorithm
• 1. Betweenness Centrality
• 1. Degree Centrality
• 1. Closeness Centrality
• 1. Eigenvector Centrality
• 1. Clustering Coefficient
• 1. Connected Components
• 1. Strongly Connected Component
• 1. Cycle Detection
• 1. Graph Pattern Recognition
• 1. Similarity Measure
• 1. Jaccard Similarity
• ...and 25 more

Provider Operations (PROV)

Count: 40 concepts (7.8%)

Concepts:

• 1. Primary Care Provider
• 1. Specialist Provider
• 1. Hospital
• 1. Clinic
• 1. Outpatient Facility
• 1. Inpatient Care
• 1. Emergency Department
• 1. Provider Network
• 1. Provider Schedule
• 1. Appointment
• 1. Referral
• 1. Referral Inference
• 1. Provider Credential
• 1. Medical License
• 1. Board Certification
• ...and 25 more

Payer and Insurance (PAYER)

Count: 40 concepts (7.8%)

Concepts:

• 1. Insurance Claim
• 1. Claim Processing
• 1. Claim Adjudication
• 1. Claim Denial
• 1. Claim Dispute
• 1. Insurance Policy
• 1. Coverage
• 1. Benefit Plan
• 1. Copayment
• 1. Deductible
• 1. Out-Of-Pocket Maximum
• 1. Premium
• 1. Formulary
• 1. Formulary Rule
• 1. Brand Drug
• ...and 25 more

Graph Technologies (GTECH)

Count: 35 concepts (6.8%)

Concepts:

• 1. Cypher Query Language
• 1. GQL Standard
• 1. GSQL
• 1. Graph Pattern Matching
• 1. Graph Query Optimization
• 1. Graph Index
• 1. Query Performance
• 1. Path Query
• 1. Subgraph Query
• 1. Aggregate Query
• 1. Graph Database Engine
• 1. Native Graph Storage
• 1. Index-Free Adjacency
• 1. Graph Data Loading
• 1. Bulk Import
• ...and 20 more

Healthcare Domain Fundamentals (HCARE)

Count: 35 concepts (6.8%)

Concepts:

• 1. Healthcare System
• 1. Healthcare Cost
• 1. Per-Person Healthcare Cost
• 1. Fee-For-Service Model
• 1. Value-Based Care
• 1. Healthcare Payer
• 1. Healthcare Provider
• 1. Healthcare Patient
• 1. Electronic Health Record
• 1. Medical Coding System
• 1. ICD Code
• 1. ICD-10-CM
• 1. CPT Code
• 1. HCPCS Code
• 1. Drug Code
• ...and 20 more

Foundation Concepts (FOUND)

Count: 30 concepts (5.8%)

Concepts:

• 1. Graph Theory Basics
• 1. Node
• 1. Edge
• 1. Graph Database
• 1. Labeled Property Graph
• 1. Node Property
• 1. Edge Property
• 1. Directed Graph
• 1. Undirected Graph
• 1. Weighted Graph
• 1. Directed Acyclic Graph
• 1. Graph Traversal
• 1. Breadth-First Traversal
• 1. Depth-First Traversal
• 1. Graph Path
• ...and 15 more

Financial and Business Operations (FIN)

Count: 30 concepts (5.8%)

Concepts:

• 1. Healthcare Cost Analysis
• 1. Revenue Cycle
• 1. Billing Code
• 1. Charge Master
• 1. Cost Of Care
• 1. Revenue
• 1. Profitability
• 1. Operating Margin
• 1. Payer Mix
• 1. Contract Negotiation
• 1. Provider Compensation
• 1. Capitation
• 1. Risk Adjustment
• 1. Quality Metric
• 1. Value-Based Payment
• ...and 15 more

Fraud, Waste, and Abuse (FRAUD)

Count: 30 concepts (5.8%)

Concepts:

• 1. Healthcare Fraud
• 1. Fraud Detection
• 1. Waste In Healthcare
• 1. Abuse Detection
• 1. Upcoding
• 1. Unbundling
• 1. Phantom Billing
• 1. Duplicate Claim
• 1. Kickback Scheme
• 1. Referral Network Analysis
• 1. Community Detection
• 1. Anomaly Detection
• 1. Behavioral Health Fraud
• 1. DME Fraud
• 1. Durable Medical Equipment
• ...and 15 more

Security and Privacy (SEC)

Count: 30 concepts (5.8%)

Concepts:

• 1. HIPAA
• 1. Protected Health Information
• 1. Data Privacy
• 1. Data Security
• 1. Access Control
• 1. Role-Based Access Control
• 1. Attribute-Based Access Control
• 1. Authentication
• 1. Authorization
• 1. Multi-Factor Authentication
• 1. Audit Trail
• 1. De-Identification
• 1. Data Anonymization
• 1. Data Encryption
• 1. Encryption At Rest
• ...and 15 more

Data Governance (GOV)

Count: 30 concepts (5.8%)

Concepts:

• 1. Metadata Management
• 1. Data Lineage
• 1. Data Provenance
• 1. Data Quality
• 1. Data Traceability
• 1. Data Governance Framework
• 1. Master Data Management
• 1. Data Stewardship
• 1. Explainability
• 1. Transparency
• 1. Data Catalog
• 1. Data Dictionary
• 1. Reference Data Management
• 1. Golden Record
• 1. Entity Resolution
• ...and 15 more

Capstone and Career (CAP)

Count: 20 concepts (3.9%)

Concepts:

• 1. Capstone Project
• 1. Project Presentation
• 1. Graph Career Path
• 1. Healthcare Analytics Platform
• 1. Real-World Implementation
• 1. Project Scoping
• 1. Stakeholder Requirements
• 1. Prototype Development
• 1. Proof Of Concept
• 1. Technical Demonstration
• 1. Project Risk Assessment
• 1. Peer Review Process
• 1. Portfolio Development
• 1. Job Market For Graph Modeling
• 1. Industry Certification
• ...and 5 more

Recommendations

• ✅ Excellent balance: Categories are evenly distributed (spread: 7.6%)
• ✅ 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