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Course Description Assessment: AP Psychology

Skill Version: 0.03
Assessment Date: 2026-05-21
Source file: /docs/course-description.md
Concept list basis: /docs/learning-graph/concept-list-from-college-board.md

Overall Score: 100 / 100

Quality Rating: Excellent — Ready for learning graph generation

Detailed Scoring Breakdown

Element Max Points Earned Notes
Title 5 5 "AP Psychology (Advanced Placement Psychology)" — clear, specific, and matches site_name
Target Audience 5 5 Grades 11–12 high school students seeking college credit; no prior psychology assumed
Prerequisites 5 5 Explicitly stated as "None" with helpful context (reading proficiency, basic biology/numeracy)
Main Topics Covered 10 10 6 comprehensive topics covering all 5 AP CED units plus Research Methods as a cross-cutting domain
Topics Excluded 5 5 9 explicit exclusions with AP Exam scope rationale (genetics detail, psychosexual stages, full DSM, etc.)
Learning Outcomes Header 5 5 Clear header: "By the end of this course, students will be able to:"
Remember Level 10 10 11 specific, actionable outcomes using verbs: recall, name, list, identify
Understand Level 10 10 11 specific outcomes using verbs: explain, describe
Apply Level 10 10 9 specific outcomes using verbs: apply, design, use
Analyze Level 10 10 8 specific outcomes using verbs: analyze, distinguish, differentiate
Evaluate Level 10 10 8 specific outcomes using verbs: evaluate, assess
Create Level 10 10 7 outcomes using verbs: construct, design, develop, synthesize, produce — includes capstone projects
Descriptive Context 5 5 Audience, purpose, AP Exam alignment, and CED source clearly stated
TOTAL 100 100

Gap Analysis

No significant gaps identified. The course description is comprehensive and directly grounded in the College Board's AP Psychology Course and Exam Description (CED), Effective Fall 2024.

Minor observations (not score-deducting): - The "Descriptive Context" section could optionally include a 1–2 sentence course importance narrative, but the audience/prerequisite framing adequately serves this purpose. - The Research Methods topic is listed as cross-cutting; the learning graph generator may need a reminder to distribute research method concepts across units rather than clustering them in one node group.

Improvement Suggestions

The description is ready for learning graph generation. Optional enhancements for future iterations:

  1. Add an introductory paragraph (2–3 sentences) about why psychology matters — useful for marketing the book and for the index page. Example: "Psychology is the scientific study of behavior and mental processes. Understanding psychology helps students make sense of their own minds, relationships, and society."
  2. Consider adding interdisciplinary connections — noting that psychology intersects with neuroscience, sociology, philosophy, and education would help the learning graph generator identify bridging concepts.
  3. Optional: add a "Key Theorists" section listing the ~30 historical figures referenced in the CED — this would directly seed biographies or sidebar content in the textbook.

Concept Generation Readiness

Dimension Assessment
Topic breadth Excellent — 6 major topic areas with 28 sub-topics from the CED
Bloom's Taxonomy coverage Complete — all 6 levels present with 3+ outcomes each
Concept signal density Very high — concept list file enumerates 200+ named concepts already
Estimated concept yield 200–250 concepts (well above the 200 minimum)
Research Methods scope Clearly defined as cross-cutting — will generate ~20–25 methodology concepts
Historical figures ~30 key researchers named — each yields 2–4 concepts (theory, key study, key finding)

Verdict: The course description is ready for immediate learning graph generation.

Topics → Estimated Concept Counts

Unit / Topic Area Estimated Concepts
Unit 1: Biological Bases of Behavior 35–45
Unit 2: Cognition 35–45
Unit 3: Development and Learning 40–50
Unit 4: Social Psychology and Personality 40–50
Unit 5: Mental and Physical Health 45–55
Research Methods (cross-cutting) 20–25
Total estimate 215–270

Next Steps

  1. Proceed to learning-graph-generator — the course description scores 100/100 and the concept list provides a rich seed for enumeration.
  2. The concept-list-from-college-board.md file should be passed to the learning graph generator as a supplementary seed document.
  3. After the learning graph is generated, run book-chapter-generator to create the chapter structure.

Generated by the course-description-analyzer skill v0.03 on 2026-05-21.