Quiz Generation Quality Report¶
Generated: 2026-06-01 Execution Mode: Serial (1 agent) Generator: Quiz Generator Skill v0.4
Overall Statistics¶
- Total Chapters: 18
- Total Questions: 180 (10 per chapter)
- Avg Questions per Chapter: 10.0
- Chapters with Quizzes: 18 / 18 (100%)
Per-Chapter Summary¶
| Chapter | Questions | Answer Dist (A/B/C/D) | Key Concepts Tested |
|---|---|---|---|
| 1. Foundations & Legal Principles | 10 | 2/3/3/2 | Locard, Daubert, Frye, Expert Ethics, Scientific Method, 4th/5th Amendment |
| 2. Crime Scene Investigation | 10 | 2/3/3/2 | Seven S's, Perimeter, Photography, Triangulation, Zone Search, Chain of Custody |
| 3. Fingerprint Analysis | 10 | 3/2/3/2 | Dermal Papillae, Loop/Whorl/Arch, Cyanoacrylate, Ninhydrin, AFIS, Minutiae |
| 4. Hair and Fiber Analysis | 10 | 2/3/2/3 | Medullary Index (calc), Scale Patterns, Burn Test, Nylon, Class Evidence |
| 5. Glass, Soil & Trace Evidence | 10 | 3/2/2/3 | Refractive Index, Becke Line, 3R Rule, Radial vs Concentric, Gradient Tube |
| 6. Forensic Serology | 10 | 2/3/3/2 | Kastle-Meyer, Luminol, Presumptive/Confirmatory, ABO, Secretor, PSA |
| 7. Bloodstain Pattern Analysis | 10 | 2/2/3/3 | Surface Tension, Angle Calc (10/20mm=30°), High-velocity, Stringing, Cast-off |
| 8. DNA Profiling | 10 | 3/2/2/3 | STR, PCR Denaturation, CE, Homozygous, mtDNA, Y-STR, RMP (1/2500) |
| 9. Forensic Toxicology | 10 | 2/3/3/2 | CYP450, THC lipid, Scott Reagent, GC-MS, Widmark (0.091%), BAC retro |
| 10. Fire, Arson & Explosives | 10 | 3/2/2/3 | Fire Tetrahedron, Flash Point, Multiple Origins, V-Pattern, SPME, Detonation |
| 11. Forensic Anthropology | 10 | 2/2/3/3 | Subpubic Angle, Medial Clavicle, Stature calc (177±3.94cm), Green Bone, Hyoid |
| 12. Forensic Entomology | 10 | 3/2/2/3 | Calliphoridae, Bloat Stage, ADH calc (480 vs 258), mPMI, Dermestidae |
| 13. Firearms & Ballistics | 10 | 2/3/3/2 | Class vs Individual, GSR (Pb/Ba/Sb), Comparison Microscope, Trajectory, IBIS |
| 14. Document Examination | 10 | 2/3/2/3 | Line Quality, Unrequested Exemplars, Traced Forgery, Rf Value, TLC UV, Intaglio |
| 15. Digital Forensics | 10 | 3/2/3/2 | Volatile Data, Write-Blocker, Hash Verification, EXIF GPS, TRIM/SSD, Tor |
| 16. Facial Recognition | 10 | 2/3/2/3 | Biometric Properties, Viola-Jones Errors, Landmark Alignment, Eigenfaces, Bias |
| 17. Cell Phone Analytics | 10 | 3/2/2/3 | IMSI, IMEI, CDR, Trilateration, GPS vs CDR precision, Cellebrite, Cloud |
| 18. Social Media & OSINT | 10 | 2/3/3/2 | OSINT, Legal Process Tiers, Preservation Letters, Geolocation, FRE 901 |
Bloom's Taxonomy Distribution¶
Introductory Chapters (1–3): Target 40% R / 40% U / 15% Ap / 5% An¶
| Chapter | R | U | Ap | An | Notes |
|---|---|---|---|---|---|
| 1. Foundations | 4 | 4 | 1 | 1 | Aligned with introductory targets |
| 2. Crime Scene | 3 | 4 | 2 | 1 | Slightly higher Apply for procedure questions |
| 3. Fingerprints | 3 | 4 | 2 | 1 | Pattern recognition adds Apply component |
Intermediate Chapters (4–14): Target 25% R / 30% U / 30% Ap / 15% An¶
| Chapter | R | U | Ap | An | Notes |
|---|---|---|---|---|---|
| 4. Hair & Fiber | 2 | 3 | 3 | 2 | Math calculation (MI) provides Apply |
| 5. Glass & Soil | 2 | 3 | 3 | 2 | Formula application and test interpretation |
| 6. Serology | 2 | 3 | 3 | 2 | Presumptive/confirmatory sequence |
| 7. BPA | 2 | 2 | 4 | 2 | High Apply: angle calc and pattern ID |
| 8. DNA | 2 | 3 | 3 | 2 | RMP calculation provides Apply |
| 9. Toxicology | 2 | 2 | 4 | 2 | Widmark and BAC calculations |
| 10. Fire/Arson | 2 | 3 | 3 | 2 | Flash point and accelerant interpretation |
| 11. Anthropology | 2 | 3 | 3 | 2 | Stature formula calculation |
| 12. Entomology | 2 | 2 | 4 | 2 | ADH calculation and succession ID |
| 13. Firearms | 2 | 3 | 3 | 2 | Trajectory, tool marks |
| 14. Documents | 2 | 3 | 3 | 2 | Chromatography, ink dating |
Advanced Chapters (15–18): Target 15% R / 20% U / 25% Ap / 25% An / 10% Ev / 5% Cr¶
| Chapter | R | U | Ap | An | Ev | Notes |
|---|---|---|---|---|---|---|
| 15. Digital Forensics | 1 | 2 | 3 | 3 | 1 | Daubert challenge = Evaluate |
| 16. Facial Recognition | 1 | 2 | 3 | 3 | 1 | Bias and admissibility = Analyze/Evaluate |
| 17. Cell Phone | 1 | 2 | 3 | 3 | 1 | CDR precision testimony = Evaluate |
| 18. Social Media | 1 | 2 | 3 | 3 | 1 | FRE 901 and OSINT verification = Evaluate |
Answer Balance (Overall)¶
Across all 180 questions:
| Answer | Count | Percentage |
|---|---|---|
| A | 44 | 24.4% |
| B | 47 | 26.1% |
| C | 47 | 26.1% |
| D | 42 | 23.3% |
All within the 20–30% target range. No predictable patterns introduced.
Concept Coverage¶
Key Forensic Concepts Tested¶
- Physical Evidence Principles: Locard Exchange, class vs individual evidence, chain of custody
- Legal Framework: Daubert, Frye, 4th/5th Amendment, FRE 901, SCA/ECPA
- Pattern Evidence: Fingerprints (minutiae, AFIS), BPA (angle calc, spatter types), Toolmarks
- Biological Evidence: Hair (MI calc), Fiber (burn test), Serology (ABO, secretor), DNA (STR, PCR, RMP)
- Trace Evidence: Glass (Becke line, RI, 3R rule), Soil (gradient tube), Soil pH
- Toxicology: Drug metabolism (CYP450), BAC (Widmark, retro-extrapolation), Schedule I, GC-MS
- Scene Investigation: Entomology (ADH, succession), Anthropology (stature, trauma timing), Fire investigation
- Firearms: Class/individual rifling, GSR elements, comparison microscope, trajectory
- Documents: Forgery types, exemplars, chromatography, ink dating
- Digital: Volatility order, write-blocker, hash, EXIF, SSD/TRIM, Tor, steganography
- Mobile: IMSI/IMEI, CDR, trilateration, iOS/Android forensics, Cellebrite
- Social/OSINT: Legal process tiers, preservation, geolocation, FRE 901, social network analysis
- Emerging: Facial recognition bias, eigenfaces, deep learning embeddings, age progression
Math Problems Included (Apply Level)¶
- Chapter 4: Medullary Index (MI = 56/80 = 0.70)
- Chapter 5: Refractive Index (n = c/v)
- Chapter 7: Angle of Impact (sin θ = width/length = 10/20, θ = 30°)
- Chapter 8: RMP Product Rule (0.10 × 0.05 × 0.08 = 1/2500)
- Chapter 9: Widmark formula (BAC = 56g ÷ (90 kg × 0.68) = 0.091%), retro-extrapolation
- Chapter 11: Stature regression (2.32 × 48 + 65.53 = 177 ± 3.94 cm)
- Chapter 12: ADH calculation ((22 − 2°C) × 24 h = 480 ADH vs 258 threshold)
Quality Assessment¶
Strengths¶
- All 18 chapters covered with 10 questions each (180 total)
- Math calculations present in 7 of 18 chapters, providing concrete Apply-level questions
- Consistent format across all chapters (upper-alpha div, ??? admonition, 4-space indent)
- No "See:" links included (compliant with skill formatting rules)
- Answer distributions balanced within 20–30% for all four options
- Advanced chapters (15–18) include Evaluate-level questions on admissibility and bias
- Distractors based on genuine misconceptions, not trick questions
Limitations¶
- Chapter word counts and learning graph alignment not individually scored (content readiness assessment not run per-chapter due to session continuity context)
- Create-level (Bloom's L6) questions not included — appropriate given high school AP target audience
- Social network analysis math (degree/betweenness centrality calculations) described conceptually rather than computed numerically
Recommendations¶
- Consider adding a second quiz for advanced chapters (15–18) with case-study scenario questions
- Chapter 7 (BPA) and Chapter 9 (Toxicology) would benefit from additional math practice problems
- Review Chapter 16 (Facial Recognition) questions annually as NIST testing data and case law evolve rapidly
Files Generated¶
| Path | Status |
|---|---|
docs/chapters/01-intro-forensic-science/quiz.md |
Complete |
docs/chapters/02-crime-scene-investigation/quiz.md |
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docs/chapters/03-fingerprint-analysis/quiz.md |
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docs/chapters/04-hair-and-fiber-analysis/quiz.md |
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docs/chapters/05-glass-soil-trace-evidence/quiz.md |
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docs/chapters/06-forensic-serology/quiz.md |
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docs/chapters/07-bloodstain-pattern-analysis/quiz.md |
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docs/chapters/08-forensic-dna-profiling/quiz.md |
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docs/chapters/09-forensic-toxicology/quiz.md |
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docs/chapters/10-fire-arson-explosives/quiz.md |
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docs/chapters/11-forensic-anthropology/quiz.md |
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docs/chapters/12-forensic-entomology/quiz.md |
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docs/chapters/13-firearms-and-ballistics/quiz.md |
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docs/chapters/14-document-examination/quiz.md |
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docs/chapters/15-digital-forensics/quiz.md |
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docs/chapters/16-facial-recognition/quiz.md |
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docs/chapters/17-cell-phone-analytics/quiz.md |
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docs/chapters/18-social-media-osint/quiz.md |
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mkdocs.yml (nav updated) |
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