关于 learning-gap-analyzer
Learning Gap Analyzer 是一套用于发现学习者知识缺口并制定针对性学习计划的框架,结合自我评估、诊断方法、循证学习策略和进度跟踪。
主要功能
- 01知识与先修关系梳理
- 02诊断评估模板
- 03基于费曼技巧发现缺口
- 04针对性补学计划
- 05间隔复习与主动回忆
- 06进度跟踪与掌握度标准
适用场景
- 01梳理某学科的理解程度
- 02找出需要复习的先修概念
- 03依据诊断结果规划学习
- 04跟踪达到掌握水平的进度
安装
复制下面的命令,在终端中运行。
$
npx skills add https:/ / github.com/ travisjneuman/ .claude --skill learning-gap-analyzer安装后在 Claude Code 中输入/learning-gap-analyzer确认已加载。
详细介绍
学习差距分析器
用于诊断知识差距、制定针对性的补救计划,并运用循证技术设计有效学习策略的框架。
知识映射
自我评估矩阵
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.
概念依赖关系图
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
差距识别方法
诊断性评估设计
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]
用费曼技巧检测差距
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
学习计划设计
针对性补救计划
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
间隔重复系统
最佳复习计划
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
主动回忆技巧
| 技巧 | 运作方式 | 最适合 | 难度 |
|---|---|---|---|
| 抽认卡 | 提问 → 尝试回忆 → 核对 | 事实、定义、公式 | 低—中 |
| 练习题 | 不查看解答,独立解题 | 应用、流程 | 中 |
| 自由回忆 | 合上书,写下所有记得的内容 | 全面复习 | 中—高 |
| 交错练习 | 在练习中混合不同主题(而非集中练习) | 辨别、迁移 | 中 |
| 精细化追问 | 针对每条事实追问“为什么?”和“如何做到?” | 深入理解 | 中 |
| 自我测试 | 自行设计并完成测验 | 各类知识 | 中 |
| 教别人 | 向他人讲解概念 | 深度掌握验证 | 高 |
进度跟踪
每周进度模板
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]
掌握标准
| 等级 | 所需证据 | 评估方法 |
|---|---|---|
| 认知 | 能定义术语,并在上下文中识别该术语 | 选择题、配对题 |
| 理解 | 能用自己的话并结合示例解释概念 | 简答题、费曼测试 |
| 应用 | 能运用该概念解决新问题 | 练习题、案例研究 |
| 掌握 | 能教别人,并将其与其他概念结合 | 教学练习、项目 |
学习科学原理
循证策略
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)
另请参阅
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