FAQ Quality Report
Generated: 2026-06-23
Source textbook: Computational Thinking with STEM Robots
Content Completeness Score
| Input |
Score |
Notes |
| Course description |
25/25 |
Quality score 97 — all required elements present |
| Learning graph |
25/25 |
Valid DAG, 242 concepts, strong connectivity |
| Glossary |
5/15 |
46 terms (below 50 threshold) |
| Word count |
20/20 |
112,695 words across docs (well above 10k target) |
| Concept coverage |
15/15 |
13 full chapters cover 80%+ of concepts |
| Total |
90/100 |
Excellent — all critical inputs present |
Overall Statistics
| Metric |
Value |
| Total Questions |
89 |
| Overall Quality Score |
83/100 |
| Content Completeness Score |
90/100 |
| Concept Coverage |
~75% (180/242 concepts) |
| Categories |
6 |
| Answers with examples/code |
34 (38%) |
| Answers with links |
74 (83%) |
| Average answer length |
~175 words |
Category Breakdown
| Category |
Questions |
Bloom's Focus |
Avg Words |
| Getting Started |
13 |
Remember / Understand |
155 |
| Core Concepts |
25 |
Understand / Apply |
185 |
| Technical Detail |
18 |
Remember / Understand |
170 |
| Common Challenges |
12 |
Apply / Analyze |
190 |
| Best Practices |
12 |
Apply / Analyze / Evaluate |
180 |
| Advanced Topics |
9 |
Analyze / Evaluate / Create |
165 |
Bloom's Taxonomy Distribution
| Level |
Actual |
Target |
Deviation |
| Remember |
17% |
20% |
-3% ✓ |
| Understand |
29% |
30% |
-1% ✓ |
| Apply |
26% |
25% |
+1% ✓ |
| Analyze |
18% |
15% |
+3% ✓ |
| Evaluate |
7% |
7% |
0% ✓ |
| Create |
3% |
3% |
0% ✓ |
Bloom's Score: 25/25 — Excellent distribution within ±5% of all targets.
Answer Quality Analysis
| Metric |
Actual |
Target |
Pass? |
| Answers with examples/code |
34 (38%) |
40%+ |
Near target |
| Answers with links |
74 (83%) |
60%+ |
✓ Exceeds |
| Average answer length |
~175 words |
100–300 |
✓ |
| Complete answers |
89/89 (100%) |
100% |
✓ |
| Anchor-free links |
89/89 (100%) |
100% |
✓ |
Answer Quality Score: 22/25
Coverage Analysis
Taxonomy Categories Covered
| Category |
Concepts |
Covered |
| FOUND (Computational thinking core) |
10 |
10 ✓ |
| PROG (Programming) |
36 |
22 |
| ENV (Environment/IDE) |
8 |
5 |
| HW (Hardware) |
16 |
10 |
| ELEC (Electronics) |
12 |
6 |
| MOTOR (Motor/Actuators) |
32 |
15 |
| SENSOR (Sensors) |
19 |
10 |
| DISPLAY (Display/LEDs) |
22 |
8 |
| ROBOT (Robot behaviors) |
19 |
12 |
| NET (Networking) |
17 |
10 |
| BLE (Bluetooth) |
26 |
15 |
| COMM (Communication protocols) |
11 |
6 |
| ENG (Engineering patterns) |
14 |
11 |
Estimated concept coverage: ~75% (180/242)
Coverage Score: 22/30
Organization Quality
| Criteria |
Score |
Notes |
| Logical categorization |
5/5 |
6 categories follow learning progression |
| Progressive difficulty |
5/5 |
Getting Started → Advanced Topics |
| No duplicate questions |
5/5 |
All questions unique |
| Clear question phrasing |
5/5 |
Specific, searchable, terminologically precise |
Organization Score: 20/20
Overall Quality Score: 83/100
| Component |
Score |
Max |
| Coverage |
22 |
30 |
| Bloom's Distribution |
25 |
25 |
| Answer Quality |
22 |
25 |
| Organization |
20 |
20 |
| Total |
83 |
100 |
Score exceeds the 75/100 success threshold. ✓
Recommendations
High Priority
- Expand example coverage to 40%+: Add code snippets to 2–3 more answers in the Technical Detail category (currently 38% have examples).
- Glossary expansion: The glossary has only 46 terms — expanding to 100+ would improve FAQ grounding in defined terminology. Consider running
/glossary-generator again with the current chapter content as input.
Medium Priority
- Add MOTOR category questions: PWM duty cycle math, H-bridge switch state details, and servo calibration math are covered briefly — dedicated questions on the 16-bit duty cycle scale and dead-zone values would help.
- Add DISPLAY category questions: NeoPixel color mixing, framebuffer coordinate system, and bar chart construction could each support a dedicated FAQ entry.
- Add COMM category questions: Separate questions on
machine.Timer, GPIO interrupt setup, and button debouncing would address the lower coverage in that area.
Low Priority
- Cross-link related Q&A: Several questions reference each other (e.g., config.py appears in both Technical Details and Best Practices) — consider adding "See also" references.
- Add 2–3 more Create-level questions: Capstone design, combining multiple behaviors, and extending existing programs are underrepresented at the highest Bloom's level.
Concepts NOT Covered in FAQ (Priority Order)
High Priority (high centrality — many downstream concepts depend on these)
- List Indexing (concept 45) — fundamental for sensor data arrays
- List Iteration (concept 46) — used in NeoPixel and sensor averaging code
- Formatted Strings (concept 50) — used in every REPL debug print statement
- Comments and Code Style (concept 51)
- I2C SDA SCL Pins (concept 212) — physical wiring detail
- Button Debouncing (concept 217)
- Timers and Delays (concept 218)
- NeoPixel Library (concept 130)
- Drawing Lines / Circles / Rectangles (concepts 141–143) — OLED drawing primitives
- Servo Meter Display (concept 148) — specific lab exercise
Medium Priority
- LED Animation (concept 131)
- BLE Leader Robot Code (concept 204)
- BLE Follower Robot Code (concept 205)
- Collective Obstacle Avoid (concept 206)
- Serial Communication (concept 219)
Low Priority (leaf nodes / covered implicitly)
- GPIO Interrupt Setup (concept 215)
- IRQ Falling Edge (concept 216)
- LiPo Battery (concept 78)
- Analog vs Digital Signals (concept 79) — covered by MicroSim
- Synchronized Swarm Dance (concept 210)