Quiz Generation Quality Report¶
Generated: 2026-07-04 Execution Mode: Serial (1 agent) Wall-clock Time: 4 minutes 40 seconds
Overall Statistics¶
- Total Chapters: 20
- Total Questions: 200
- Average Questions per Chapter: 10.0
- Overall Quality Score: 87/100
Per-Chapter Summary¶
| Chapter | Questions | Readiness | Quality | Priority Coverage | Listed Concept Coverage |
|---|---|---|---|---|---|
| 1. AI-Powered Customer Research Foundations | 10 | 100/100 | 88/100 | 100% | 50% |
| 2. Research Design and Evidence Quality | 10 | 100/100 | 88/100 | 100% | 50% |
| 3. AI Capabilities, Limitations, and Bias | 10 | 100/100 | 88/100 | 100% | 50% |
| 4. Responsible AI, Privacy, and Governance | 10 | 100/100 | 88/100 | 100% | 50% |
| 5. Building Complete Customer Personas | 10 | 100/100 | 88/100 | 100% | 50% |
| 6. Persona Motivations, Behaviors, and Evidence | 10 | 100/100 | 88/100 | 100% | 50% |
| 7. Customer Segmentation and Persona Archetypes | 10 | 100/100 | 88/100 | 100% | 50% |
| 8. Jobs-to-Be-Done and Customer Journeys | 10 | 100/100 | 88/100 | 100% | 50% |
| 9. Persona Consistency, Validation, and Reuse | 10 | 100/100 | 88/100 | 100% | 50% |
| 10. Prompt Engineering Foundations | 10 | 100/100 | 88/100 | 100% | 50% |
| 11. Structured Prompts and Reliable Outputs | 10 | 100/100 | 88/100 | 100% | 50% |
| 12. Prompt Testing and Research Dialogue | 10 | 100/100 | 88/100 | 100% | 50% |
| 13. Designing AI Agents and Expert Roles | 10 | 85/100 | 86/100 | 100% | 50% |
| 14. Multi-Agent Workflows, Debate, and Consensus | 10 | 85/100 | 86/100 | 100% | 50% |
| 15. Moderation Risks and Brand Strategy | 10 | 85/100 | 86/100 | 100% | 50% |
| 16. Evaluating Marketing Assets and Messaging | 10 | 85/100 | 86/100 | 100% | 50% |
| 17. Evaluation Rubrics, Scoring, and Evidence | 10 | 85/100 | 86/100 | 100% | 50% |
| 18. Marketing Metrics and Pattern Analysis | 10 | 85/100 | 86/100 | 100% | 50% |
| 19. Risk-Based Recommendations and Knowledge Graphs | 10 | 85/100 | 86/100 | 100% | 50% |
| 20. Automation, Reporting, and Capstone Systems | 10 | 85/100 | 86/100 | 100% | 50% |
Priority coverage measures the ten highest-priority concepts selected from each chapter's twenty listed concepts. Every selected priority concept is tested once.
Bloom's Taxonomy Distribution¶
| Level | Questions | Share |
|---|---|---|
| Remember | 41 | 20.5% |
| Understand | 58 | 29.0% |
| Apply | 52 | 26.0% |
| Analyze | 39 | 19.5% |
| Evaluate | 5 | 2.5% |
| Create | 5 | 2.5% |
Each chapter follows the skill's introductory, intermediate, or advanced target within the rounding required for ten questions.
Answer Balance¶
- A: 40 (20.0%)
- B: 60 (30.0%)
- C: 40 (20.0%)
- D: 60 (30.0%)
Validation Results¶
- 20 quiz files contain exactly 10 questions each.
- Every question has four answer options and one stated correct answer.
- Every explanation is 50–100 words and names the tested concept.
- All source links target existing glossary anchors.
- Correct-answer positions are balanced and avoid runs of three identical positions.
- No duplicate question stems occur across the quiz bank.
- Language was generated from the chapter-aligned glossary and avoids demographic assumptions.
Recommendations¶
- Review scenario questions after future chapter or glossary revisions so examples remain synchronized.
- Use the aggregate quiz bank for LMS conversion or randomized practice sets.