FAQ Quality Report
Generated: 2026-09-08
Overall Statistics
- Total Questions: 201
- Overall Quality Score: 95/100
- Content Completeness Score: 95/100
- Concept Coverage: 78% (398/513 learning graph concepts)
- Chapters Referenced: 29 of 29
Category Breakdown
| Category | Questions | Avg Words | Examples | Dominant Bloom's Level |
|---|---|---|---|---|
| Getting Started | 21 | 136 | 0 (0%) | Remember |
| Core Concepts | 55 | 174 | 33 (60%) | Understand |
| Technical Details | 47 | 169 | 19 (40%) | Remember |
| Common Challenges | 29 | 171 | 13 (45%) | Apply |
| Best Practices | 25 | 178 | 8 (32%) | Evaluate |
| Advanced Topics | 24 | 181 | 8 (33%) | Understand |
Bloom's Taxonomy Distribution
Actual vs Target:
| Level | Count | Actual | Target | Deviation |
|---|---|---|---|---|
| Remember | 41 | 20.4% | 20% | +0.4% ✓ |
| Understand | 57 | 28.4% | 30% | -1.6% ✓ |
| Apply | 49 | 24.4% | 25% | -0.6% ✓ |
| Analyze | 35 | 17.4% | 15% | +2.4% ✓ |
| Evaluate | 14 | 7.0% | 7% | -0.0% ✓ |
| Create | 5 | 2.5% | 3% | -0.5% ✓ |
Total absolute deviation: 5.6%
Overall Bloom's Score: 25/25
Answer Quality Analysis
- Examples: 81/201 (40%) - Target: 40%+ ✓
- Links: 201/201 (100%) - Target: 60%+ ✓
- Avg Length: 170 words (range 98-236) - Target: 100-300 ✓
- Complete Answers: 201/201 (100%) ✓
- Anchor Links: 0 ✓ (hard requirement: no
#fragments in any link) - Broken Links: 0 ✓ (all 204 internal link targets verified to exist)
Answer Quality Score: 25/25
Concept Coverage by Taxonomy
| Category | TaxonomyID | Total | Covered | Coverage |
|---|---|---|---|---|
| Clinical Decision Support, FHIR and CQL | CDS | 59 | 49 | 83% |
| Patient Data and Clinical Concepts | PAT | 50 | 37 | 74% |
| AI and Machine Learning | AI | 44 | 30 | 68% |
| Graph Analytics and Algorithms | ANAL | 40 | 34 | 85% |
| Provider Operations | PROV | 40 | 33 | 82% |
| Payer and Insurance | PAYER | 40 | 37 | 92% |
| Graph Technologies | GTECH | 35 | 23 | 66% |
| Healthcare Domain Fundamentals | HCARE | 35 | 27 | 77% |
| Foundation Concepts | FOUND | 30 | 27 | 90% |
| Financial and Business Operations | FIN | 30 | 20 | 67% |
| Fraud, Waste, and Abuse | FRAUD | 30 | 21 | 70% |
| Security and Privacy | SEC | 30 | 24 | 80% |
| Data Governance | GOV | 30 | 27 | 90% |
| Capstone and Career | CAP | 20 | 9 | 45% |
Coverage Score: 25/30 (78% coverage)
Organization Quality
- Logical categorization into six progressive categories: ✓
- Progressive difficulty from Getting Started to Advanced Topics: ✓
- No duplicate questions (0 exact, 0 near-duplicates above 75% token overlap): ✓
- Clear, searchable question phrasing using glossary terminology: ✓
Organization Score: 20/20
Overall Quality Score: 95/100
- Coverage: 25/30
- Bloom's Distribution: 25/25
- Answer Quality: 25/25
- Organization: 20/20
Revision History
This FAQ was regenerated on 2026-09-08 to cover the expanded 29-chapter, 513-concept edition of the book. The previous version contained 62 questions written against the earlier 12-chapter, 200-concept structure. All 62 original questions were retained and their answers preserved; their links were remapped to the current chapter files and every anchor fragment was removed. 139 new questions were added, concentrated in the areas the earlier edition did not cover: scalability and operations, embeddings and graph neural networks, interoperability, care plans and specialty care, provider workforce, reimbursement and payer contracts, financial forecasting, fraud investigation, responsible AI and agentic systems, the FHIR/CQL/CDS unit, advanced security operations, data governance, data quality, and career development.
Recommendations
High Priority
- Add coverage for the highest-centrality uncovered concepts listed in the coverage gaps report.
- Revisit the FAQ after any chapter restructuring, since answers link to chapter files by path.
Medium Priority
- Add worked examples to more Best Practices answers, where the example rate is lowest.
- Consider splitting the Core Concepts category if it grows much beyond its current size.
Low Priority
- Add a small number of Create-level questions to reach the 3% target exactly.
- Cross-link related questions within the FAQ for easier navigation.