--- name: learning-gap-analyzer description: Map understanding, identify knowledge gaps, and build targeted learning plans with spaced repetition. Use when assessing knowledge levels, designing study plans, or optimizing learning paths. --- # Learning Gap Analyzer Frameworks for diagnosing knowledge gaps, creating targeted remediation plans, and designing effective learning strategies using evidence-based techniques. ## Knowledge Mapping ### Self-Assessment Matrix ``` KNOWLEDGE MAP: [Subject/Domain] Topic | Awareness | Understanding | Application | Mastery | (1) | (2) | (3) | (4) -------------------------|-----------|---------------|-------------|-------- [Subtopic 1] | [ ] | [ ] | [ ] | [ ] [Subtopic 2] | [ ] | [ ] | [ ] | [ ] [Subtopic 3] | [ ] | [ ] | [ ] | [ ] [Subtopic 4] | [ ] | [ ] | [ ] | [ ] [Subtopic 5] | [ ] | [ ] | [ ] | [ ] LEVELS: 1 - Awareness: I've heard of it, can recognize the term 2 - Understanding: I can explain the concept in my own words 3 - Application: I can use it to solve problems independently 4 - Mastery: I can teach it, adapt it, and combine with other concepts SCORING GUIDE: Mark your honest current level for each topic. Gaps = Topics where your level is below the target level. Priority = High target importance + large gap size. ``` ### Concept Dependency Map ``` PREREQUISITE CHAIN: [Domain] Build knowledge in this order (each level requires prior levels): Level 1 (Foundations): □ [Concept A] → Required for everything else □ [Concept B] → Required for everything else Level 2 (Core): □ [Concept C] ← Requires: A □ [Concept D] ← Requires: A, B □ [Concept E] ← Requires: B Level 3 (Intermediate): □ [Concept F] ← Requires: C, D □ [Concept G] ← Requires: D, E Level 4 (Advanced): □ [Concept H] ← Requires: F, G □ [Concept I] ← Requires: G DIAGNOSTIC APPROACH: 1. Test understanding at Level 3+ 2. If gaps found, trace back to prerequisites 3. Start remediation at the earliest gap in the chain 4. Don't skip ahead — build foundations first ``` ## Gap Identification Methods ### Diagnostic Assessment Design ``` DIAGNOSTIC ASSESSMENT TEMPLATE: PURPOSE: Identify specific knowledge gaps before starting learning plan STRUCTURE: Section 1: Foundational concepts (5 questions) - If <60% correct: Start at Level 1 - Tests: Definitions, basic recall, simple recognition Section 2: Core understanding (5 questions) - If <60% correct: Start at Level 2 - Tests: Explanation, comparison, basic application Section 3: Application (5 questions) - If <60% correct: Start at Level 3 - Tests: Problem-solving, scenario analysis, transfer Section 4: Advanced (5 questions) - If <60% correct: Start at Level 4 - Tests: Synthesis, evaluation, novel situations QUESTION TYPES: - Explain in your own words: [concept] - Given [scenario], what would happen if [variable changed]? - Compare and contrast: [concept A] vs [concept B] - Solve: [problem requiring application] - What's wrong with this: [flawed example] ``` ### The Feynman Technique for Gap Detection ``` FEYNMAN TECHNIQUE: STEP 1: Choose a concept you think you understand STEP 2: Explain it as if teaching a 12-year-old - Use simple language - No jargon - Include examples STEP 3: Identify where you get stuck - Where do you reach for jargon? - Where does your explanation get vague? - Where can't you provide a clear example? → THESE ARE YOUR GAPS STEP 4: Go back to source material - Study specifically the areas where you struggled - Don't re-read everything — target the gaps STEP 5: Simplify and retry - Re-explain using analogies - If you can explain it simply, you understand it - If you can't, repeat steps 3-4 TRACKING FORMAT: Concept: _______________ Explanation attempt: [Your explanation] Stuck points: [Where it broke down] Gap identified: [What you need to learn] Source to study: [Specific chapter, video, article] Re-explanation: [After studying] Confidence: [ ] Low [ ] Medium [ ] High ``` ## Learning Plan Design ### Targeted Remediation Plan ``` LEARNING PLAN: [Goal] CURRENT STATE: [Assessment results summary] TARGET STATE: [Desired competency level] TIMELINE: [Weeks/months] WEEKLY TIME BUDGET: [Hours] PHASE 1: FOUNDATIONS (Weeks 1-N) Gap: [Specific knowledge gap] Resources: - [Resource 1] — Estimated time: [X hours] - [Resource 2] — Estimated time: [X hours] Practice: - [Exercise or application activity] Milestone: [How you'll know you've closed this gap] PHASE 2: CORE SKILLS (Weeks N-M) Gap: [Specific knowledge gap] Resources: - [Resource 1] — Estimated time: [X hours] - [Resource 2] — Estimated time: [X hours] Practice: - [Exercise or application activity] Milestone: [How you'll know you've closed this gap] PHASE 3: APPLICATION (Weeks M-P) Gap: [Specific knowledge gap] Resources: - [Resource 1] — Estimated time: [X hours] Practice: - [Project or real-world application] Milestone: [Demonstrable competency] WEEKLY SCHEDULE: Day | Activity | Duration Monday | New material (reading/video) | 1 hour Tuesday | Practice problems | 45 min Wednesday | Spaced review (flashcards) | 30 min Thursday | New material | 1 hour Friday | Application project | 1 hour Weekend | Weekly review + assessment | 30 min ``` ## Spaced Repetition System ### Optimal Review Schedule ``` SPACED REPETITION INTERVALS: First learning: Day 0 First review: Day 1 (24 hours later) Second review: Day 3 (2 days after first review) Third review: Day 7 (4 days after second review) Fourth review: Day 14 (7 days after third review) Fifth review: Day 30 (16 days after fourth review) Sixth review: Day 60 (30 days after fifth review) Maintenance: Every 90 days thereafter ADJUSTMENT RULES: If you recalled easily: Move to next interval If you recalled with effort: Repeat at current interval If you failed to recall: Reset to Day 1 interval CARD DESIGN PRINCIPLES: - One concept per card (atomic) - Question on front, answer on back - Include context/example on back - Use images where possible - Avoid yes/no questions — require recall ``` ### Active Recall Techniques | Technique | How It Works | Best For | Effort Level | |-----------|-------------|----------|-------------| | **Flashcards** | Question → attempt recall → check | Facts, definitions, formulas | Low-Medium | | **Practice problems** | Solve without looking at solution | Application, procedures | Medium | | **Free recall** | Close book, write everything you know | Comprehensive review | Medium-High | | **Interleaving** | Mix topics in practice (don't block) | Discrimination, transfer | Medium | | **Elaborative interrogation** | Ask "why?" and "how?" for each fact | Deep understanding | Medium | | **Self-testing** | Create and take your own quizzes | All types of knowledge | Medium | | **Teaching others** | Explain concept to someone else | Deep mastery verification | High | ## Progress Tracking ### Weekly Progress Template ``` WEEKLY LEARNING REVIEW Week: ___ of ___ Date: __________ HOURS INVESTED: Planned: ___ hours Actual: ___ hours TOPICS COVERED: □ [Topic 1] — Confidence: [ ] Low [ ] Med [ ] High □ [Topic 2] — Confidence: [ ] Low [ ] Med [ ] High □ [Topic 3] — Confidence: [ ] Low [ ] Med [ ] High ASSESSMENT RESULTS: Quiz/test score: ___/___ Practice problem accuracy: ___% Concepts recalled via free recall: ___/___ WHAT WENT WELL: - [Insight or breakthrough] WHAT WAS DIFFICULT: - [Struggle point] - Gap identified: [Specific concept] ADJUSTMENTS FOR NEXT WEEK: - [Change to plan based on this week's learning] SPACED REVIEW DUE: □ [Topic from Week N-1] — Review due: [Date] □ [Topic from Week N-3] — Review due: [Date] ``` ### Mastery Criteria | Level | Evidence Required | Assessment Method | |-------|------------------|-------------------| | **Awareness** | Can define term and recognize it in context | Multiple choice, matching | | **Understanding** | Can explain concept in own words with examples | Short answer, Feynman test | | **Application** | Can solve novel problems using the concept | Practice problems, case studies | | **Mastery** | Can teach others and combine with other concepts | Teaching exercise, project | ## Learning Science Principles ### Evidence-Based Strategies ``` HIGH-IMPACT LEARNING STRATEGIES: 1. RETRIEVAL PRACTICE (Effect: +0.7 SD) Don't just re-read — test yourself Implementation: Flashcards, practice quizzes, free recall 2. SPACED PRACTICE (Effect: +0.6 SD) Distribute learning over time, don't cram Implementation: Review schedule, interleaved practice 3. ELABORATION (Effect: +0.5 SD) Connect new info to existing knowledge Implementation: "How does this relate to...?" questions 4. INTERLEAVING (Effect: +0.4 SD) Mix different topics/problem types in practice Implementation: Shuffle practice problems from multiple chapters 5. CONCRETE EXAMPLES (Effect: +0.4 SD) Connect abstract concepts to specific instances Implementation: Generate 2-3 real examples for each concept 6. DUAL CODING (Effect: +0.3 SD) Combine verbal and visual representations Implementation: Draw diagrams, create concept maps LOW-IMPACT STRATEGIES (AVOID): ✗ Re-reading (passive, creates illusion of learning) ✗ Highlighting (passive, doesn't require processing) ✗ Summarizing without retrieval (only slightly better) ✗ Massed practice / cramming (poor long-term retention) ``` ## See Also - [Course Material Creator](../course-material-creator/SKILL.md) - [Career Path Planner](../career-path-planner/SKILL.md) - [Literature Review Planner](../literature-review-planner/SKILL.md)