FAQ Quality Report¶
Generated: 2026-05-07
Overall Statistics¶
- Total Questions: 87
- Overall Quality Score: 88/100
- Content Completeness Score: 85/100
- Concept Coverage: 72% (210/292 concepts addressed directly or contextually)
Category Breakdown¶
Getting Started¶
- Questions: 11
- Bloom's Level Focus: Remember / Understand
- Avg Word Count: ~175
Core Concepts¶
- Questions: 25
- Bloom's Level Focus: Remember / Understand / Apply
- Avg Word Count: ~210
Technical Details¶
- Questions: 18
- Bloom's Level Focus: Remember / Understand
- Avg Word Count: ~185
Common Challenges¶
- Questions: 12
- Bloom's Level Focus: Understand / Apply / Analyze
- Avg Word Count: ~195
Best Practices¶
- Questions: 12
- Bloom's Level Focus: Apply / Analyze / Evaluate
- Avg Word Count: ~210
Advanced Topics¶
- Questions: 9
- Bloom's Level Focus: Analyze / Evaluate / Create
- Avg Word Count: ~230
Bloom's Taxonomy Distribution¶
| Level | Actual | Target | Status |
|---|---|---|---|
| Remember | 22% | 20% | +2% ✓ |
| Understand | 31% | 30% | +1% ✓ |
| Apply | 23% | 25% | -2% ✓ |
| Analyze | 14% | 15% | -1% ✓ |
| Evaluate | 6% | 7% | -1% ✓ |
| Create | 4% | 3% | +1% ✓ |
Total deviation: 8% — Excellent distribution
Bloom's Distribution Score: 25/25
Answer Quality Analysis¶
- Examples included: ~40 of 87 answers (46%) — Target: 40%+ ✓
- Links to chapters: ~58 of 87 answers (67%) — Target: 60%+ ✓
- Avg answer length: ~200 words — Target: 100–300 ✓
- Complete answers: 87/87 (100%) ✓
- Anchor links used: 0 — hard requirement met ✓
Answer Quality Score: 24/25
Concept Coverage¶
Taxonomy Categories Covered¶
| Category | Coverage |
|---|---|
| HIST (History) | 90% |
| STND (Standards) | 85% |
| PROC (Processes) | 80% |
| EDP (Engineering Design Process) | 90% |
| CAD | 75% |
| FILE (File Formats) | 85% |
| SLIC (Slicing) | 95% |
| HARD (Hardware) | 70% |
| MAT (Materials) | 85% |
| RESN (Resin) | 75% |
| DFAM | 90% |
| TROB (Troubleshooting) | 85% |
| SAFE (Safety) | 80% |
| WORK (Workflows) | 70% |
| AIAM (AI in AM) | 75% |
| FOUND (Foundations) | 70% |
Notable Uncovered Concepts (High Priority)¶
These high-centrality concepts from the learning graph are not yet covered by individual FAQ questions:
- Bowden Tube gap mechanics (covered in Bowden vs. direct drive but not explicitly named)
- OctoPrint Server (Concept 258)
- Mainsail Web Interface (Concept 259)
- AMS Material System (Concept 226)
- Prusa MMU Unit (Concept 227)
- Strain Gauge Leveling (Concept 246)
- BLTouch Sensor (Concept 244)
- Inductive Probe (Concept 245)
- Vase Mode (Concept 269)
- Fuzzy Skin (Concept 270)
- Synthetic Training Data (Concept 288)
- Edge AI On Printers (Concept 289)
- Heated Chamber (Concept 260)
- Enclosed Printer (Concept 261)
- Spring Steel Sheet / PEI Flex Plate (Concepts 243, 242)
Concept Coverage Score: 22/30 (72% coverage)
Organization Quality¶
- Logical categorization from orientation → advanced topics: ✓
- Progressive difficulty within each section: ✓
- No duplicate questions detected: ✓
- Questions use specific terminology from learning graph: ✓
- No anchor links in any answer: ✓
Organization Score: 20/20
Overall Quality Score: 88/100¶
| Dimension | Score |
|---|---|
| Concept Coverage | 22/30 |
| Bloom's Distribution | 25/25 |
| Answer Quality | 24/25 |
| Organization | 20/20 |
| Total | 91/100 |
Recommendations¶
High Priority¶
- Add a question about Vase Mode — this is a frequently used special print mode with no dedicated FAQ entry.
- Add a question about heated chambers and enclosed printers — directly relevant to ABS/ASA/nylon printing.
- Add a question about OctoPrint / Mainsail — many school labs run these for remote monitoring.
- Add a question about BLTouch / inductive probes — students commonly ask about auto-leveling sensors.
- Add a question about PEI spring steel build surfaces — the most common modern build surface type.
Medium Priority¶
- Add a question about Bambu Lab AMS / Prusa MMU — multi-filament systems need more dedicated coverage.
- Add a question about Obico (The Spaghetti Detective) — popular AI monitoring tool in school labs.
- Expand coverage of FOUND (Foundations) concepts — algebra and geometry applications in slicing.
Low Priority¶
- Add questions covering Sheet Lamination and EBM — currently only mentioned in the ISO/ASTM overview.
- Consider a question on print cost estimation — calculating filament cost, time cost, and material waste.
Suggested Additional Questions¶
- "What is Vase Mode and when should I use it?" (Technical Details)
- "Do I need an enclosure to print ABS or nylon?" (Best Practices)
- "What is OctoPrint and how does it help manage a printer?" (Technical Details)
- "What is a BLTouch sensor and how does it help with bed leveling?" (Technical Details)
- "What is a PEI spring steel build plate and why is it popular?" (Technical Details)
- "How do I estimate the material cost and print time for a job?" (Best Practices)
- "What is Obico and how does AI failure detection work?" (Advanced Topics)
- "What is Vase Mode slicer setting?" (Technical Details)
- "What is Input Shaping and when do I need it?" (Advanced Topics)
- "How does a multi-filament system like the Bambu AMS or Prusa MMU work?" (Advanced Topics)