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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

  1. Expand example coverage to 40%+: Add code snippets to 2–3 more answers in the Technical Detail category (currently 38% have examples).
  2. 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

  1. 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.
  2. Add DISPLAY category questions: NeoPixel color mixing, framebuffer coordinate system, and bar chart construction could each support a dedicated FAQ entry.
  3. 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

  1. 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.
  2. 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)

  1. List Indexing (concept 45) — fundamental for sensor data arrays
  2. List Iteration (concept 46) — used in NeoPixel and sensor averaging code
  3. Formatted Strings (concept 50) — used in every REPL debug print statement
  4. Comments and Code Style (concept 51)
  5. I2C SDA SCL Pins (concept 212) — physical wiring detail
  6. Button Debouncing (concept 217)
  7. Timers and Delays (concept 218)
  8. NeoPixel Library (concept 130)
  9. Drawing Lines / Circles / Rectangles (concepts 141–143) — OLED drawing primitives
  10. Servo Meter Display (concept 148) — specific lab exercise

Medium Priority

  1. LED Animation (concept 131)
  2. BLE Leader Robot Code (concept 204)
  3. BLE Follower Robot Code (concept 205)
  4. Collective Obstacle Avoid (concept 206)
  5. Serial Communication (concept 219)

Low Priority (leaf nodes / covered implicitly)

  1. GPIO Interrupt Setup (concept 215)
  2. IRQ Falling Edge (concept 216)
  3. LiPo Battery (concept 78)
  4. Analog vs Digital Signals (concept 79) — covered by MicroSim
  5. Synchronized Swarm Dance (concept 210)