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learning-gap-analyzer

learning-gap-analyzer

github.com/travisjneuman生产力106188 次安装1 天前更新
代码仓库

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

  1. 01知识与先修关系梳理
  2. 02诊断评估模板
  3. 03基于费曼技巧发现缺口
  4. 04针对性补学计划
  5. 05间隔复习与主动回忆
  6. 06进度跟踪与掌握度标准

适用场景

  1. 01梳理某学科的理解程度
  2. 02找出需要复习的先修概念
  3. 03依据诊断结果规划学习
  4. 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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