Quiz Generation Quality Report¶
Generated: 2026-10-15 Execution Mode: Serial (2 agents; chapters 1–7, then 8–20) Wall-clock Time: ~3 hours 40 minutes
Overall Statistics¶
- Total Chapters: 20
- Total Questions: 200
- Avg Questions per Chapter: 10.0
- Overall Quality Score: 82/100
Per-Chapter Summary¶
| Chapter | Questions | A | B | C | D |
|---|---|---|---|---|---|
| Research Workflows and the Researcher as Orchestrator | 10 | 3 | 3 | 2 | 2 |
| How Language Models Work | 10 | 3 | 2 | 2 | 3 |
| Choosing Models and Writing Clear Prompts | 10 | 2 | 3 | 3 | 2 |
| Context Engineering and Advanced Prompting | 10 | 2 | 3 | 3 | 2 |
| Markdown Project Files and Version Control | 10 | 3 | 3 | 2 | 2 |
| Knowledge Bases, Personal Knowledge Graphs, and the Ana | 10 | 3 | 3 | 2 | 2 |
| Designing, Testing, and Sharing Agent Skills | 10 | 3 | 3 | 2 | 2 |
| Agents, Tool Use, and Subagents | 10 | 3 | 2 | 2 | 3 |
| Supervising Agents and Defining Agent Roles | 10 | 3 | 2 | 2 | 3 |
| Orchestrating Teams of Planning and Execution Agents | 10 | 3 | 2 | 2 | 3 |
| AI-Assisted Literature Search and Synthesis | 10 | 3 | 2 | 2 | 3 |
| AI-Assisted Data Analysis and Scripting | 10 | 2 | 2 | 3 | 3 |
| Simulation, Testing, and Reproducible Code | 10 | 3 | 2 | 2 | 3 |
| Brainstorming and Problem Framing | 10 | 3 | 3 | 2 | 2 |
| AI-Assisted Manuscript Preparation | 10 | 3 | 2 | 2 | 3 |
| MicroSims and Research Communication | 10 | 3 | 2 | 2 | 3 |
| Verification and Reproducibility | 10 | 3 | 2 | 2 | 3 |
| Responsible and Ethical Use of AI | 10 | 3 | 2 | 2 | 3 |
| Always-On Personal Agents for Research | 10 | 3 | 2 | 2 | 3 |
| Case Studies and Capstone Project | 10 | 3 | 2 | 2 | 3 |
Bloom's Taxonomy Distribution (Overall)¶
| Level | Count | Percentage |
|---|---|---|
| Remember | 63 | 31.5% |
| Understand | 63 | 31.5% |
| Apply | 54 | 27.0% |
| Analyze | 20 | 10.0% |
| Evaluate | 0 | 0.0% |
| Create | 0 | 0.0% |
Bloom's Distribution Score: 24/25
Answer Balance (Overall)¶
- A: 57 (28.5%)
- B: 47 (23.5%)
- C: 43 (21.5%)
- D: 53 (26.5%)
Answer Balance Score: 15/15 (all chapters within 2–3 per letter)
Recommendations¶
- Add a glossary and regenerate Remember-level questions from it for tighter definitions.
- Review Chapter 1 Question 3, which originally had the wrong correct answer (already corrected).
- Consider tagging each question with its Bloom level in the quiz file frontmatter or admonition for easier filtering.