Job Fit Analysis

Job Fit Analysis

Overview

Analyze fit between job requirements and your background using career lexicons. Identifies strengths, gaps, and develops strategic reframing approaches. Creates detailed cover letter plan grounded in authentic experience.

Core principle: Trust the job analysis output - don't re-parse requirements. Focus on gap identification and strategic positioning.

Announce at start: "I'm analyzing your fit for this role by comparing the job requirements with your career lexicons to identify strengths, gaps, and opportunities for strategic positioning."

When to Use

Standalone:

• "Analyze my fit for this role"
• "What are my gaps for this position?"
• "Help me plan my cover letter"

As follow-up to:

• Job description analysis (need requirements first)
• Resume alignment (understand competitive position)

Lexicon Integration

Reads:

• ✅ ~/career-applications/[job-slug]/01-job-analysis.md (requirements)
• ✅ ~/lexicons_llm/01_career_philosophy.md (values)
• ✅ ~/lexicons_llm/02_achievement_library.md (experience)

Outputs:

• Gap analysis with ✅/⚠️/❌ symbols
• Reframing strategies for partial matches
• Cover letter strategic plan
• Evidence trail linking recommendations to lexicons

Configuration

Default paths (user can override):

LEXICONS_DIR = "~/lexicons_llm/"
APPLICATIONS_DIR = "~/career-applications/"
OUTPUT_FILE_PATTERN = "{job-slug}/03-gap-analysis-and-cover-letter-plan.md"

Workflow

Phase 0: Lexicon Loading

Required files:

1. Read: ~/career-applications/[job-slug]/01-job-analysis.md

   • If missing: "I need a job analysis first. Should I analyze the job description now?"

2. Read: ~/lexicons_llm/01_career_philosophy.md → store as context

   • If missing: "I need your career lexicons. Run: python run_llm_analysis.py"

3. Read: ~/lexicons_llm/02_achievement_library.md → store as context

Important: Trust the job analysis - don't re-parse the job description. Use the structured analysis directly.

Verification: Confirm all files loaded successfully before proceeding

Phase 1: Load & Review

Actions:

• Display job analysis summary (key requirements by priority)
• Review relevant lexicon sections
• Identify potentially matching categories
• Confirm understanding with user

User Communication:

I've loaded:
- Job analysis for [Job Title] at [Company]
- Your career philosophy ([N] leadership approaches, [N] core values)
- Your achievement library ([N] major categories, [N] key achievements)

Key Job Requirements (from analysis):
1. [Requirement 1] - Priority: HIGH
2. [Requirement 2] - Priority: HIGH
3. [Requirement 3] - Priority: MEDIUM

Relevant sections of your achievement library:
- Section II.A: Capital Projects (3 achievements)
- Section III.A: Revenue Generation (2 achievements)
- Section IV: Academic Leadership (4 achievements)

Ready to analyze your fit and identify opportunities for strategic positioning.

Phase 2: Gap Analysis (Direct Comparison)

For each requirement category from job analysis:

Compare job requirements against lexicon achievements using direct matching:

Output Format:

## Fit Analysis: Section II - Experience & Achievement Requirements

### Capital Projects & Infrastructure
JD Requirement: "$10M+ budget experience, adaptive reuse preferred"
Priority: HIGH (mentioned 7x, specific budget minimums)

Your Achievement Library:
✅ STRONG MATCH: Kirk Douglas Theater
   - $12.1M budget (exceeds requirement)
   - Adaptive reuse project (exact match)
   - 4 variations available for different emphases
   - Source: achievement_library.md:320-430
   - Assessment: COMPETITIVE STRENGTH - exceeds requirement

✅ STRONG MATCH: Outdoor Amphitheater
   - 600-seat venue, ground-up construction
   - Demonstrates range (new build + adaptive reuse)
   - Source: achievement_library.md:405-450
   - Assessment: Additional supporting evidence

Overall Assessment: COMPETITIVE STRENGTH - you exceed this requirement

---

### Team Leadership
JD Requirement: "Experience managing teams of 25+ in complex environments"
Priority: HIGH (mentioned 5x, organizational requirement)

Your Achievement Library:
✅ STRONG MATCH: Kirk Douglas Theater
   - Managed 50 full- and part-time staff
   - Cross-functional team complexity
   - Source: achievement_library.md:371
   - Assessment: STRONG - direct evidence with scale

⚠️  PARTIAL MATCH: Academic Advising Crisis
   - Leadership demonstrated, but not direct management
   - Team coordination vs. formal reporting structure
   - Source: achievement_library.md:890-920
   - Assessment: SUPPORTING - shows leadership capability

Overall Assessment: STRONG - direct evidence available

---

### Change Management Certification
JD Requirement: "Certified change management professional preferred"
Priority: MEDIUM (preferred, not required)

Your Achievement Library:
❌ GAP: No certification mentioned

⚠️  REFRAMING OPPORTUNITY:
   - Practical experience: Free-to-Earned Revenue Model transformation
   - Organizational change: 200+ employees affected
   - Evidence: achievement_library.md:520-560
   - Additional: Data Infrastructure Implementation (systems change)
   - Additional: Strategic Planning Leadership (cultural change)

Reframing Strategy Needed: Emphasize practical expertise, frame cert as growth opportunity

Overall Assessment: ADDRESSABLE GAP - strong practical foundation

---

### Values Alignment
JD Requirement: "Commitment to equity, diversity, inclusion, access, and belonging"
Priority: HIGH (mentioned throughout, cultural priority)

Your Career Philosophy:
✅ STRONG MATCH: Core Value - Arts as Social Justice
   - Direct alignment with DEI emphasis
   - Evidence from philosophy lexicon
   - Source: career_philosophy.md:215-240
   - Assessment: AUTHENTIC ALIGNMENT

✅ STRONG MATCH: Leadership Approach - Equity-Centered Practice
   - Structural commitment, not just values statement
   - Source: career_philosophy.md:125-160
   - Assessment: This is a strength to emphasize

Overall Assessment: AUTHENTIC ALIGNMENT - exceptional match

Summary Matrix:

After completing all categories, present summary:

## Overall Fit Summary

**Competitive Position:** STRONG CANDIDATE

### Strengths (✅ Direct Matches)
1. Capital Projects & Infrastructure - EXCEEDS requirement
2. Team Leadership - STRONG with direct evidence
3. Values Alignment - EXCEPTIONAL (authentic overlap)
4. Stakeholder Management - COMPETITIVE STRENGTH
5. [Continue for all strong matches]

Total: 8 of 10 key requirements

### Partial Matches (⚠️ Need Reframing)
1. Change Management - Strong practical experience, no certification
2. [Other partial matches]

Total: 2 requirements

### Gaps (❌ Missing Requirements)
1. [If any critical gaps exist]

Total: 0 critical, 1 preferred (certification)

**Recommended Application Strategy:**
Lead with capital project + stakeholder strength, emphasize values alignment,
address certification gap proactively through reframing

Phase 2.5: Gap Verification with User

CRITICAL: Before proceeding to reframing or document creation, verify all identified gaps with the user.

Why this phase exists:

• Ensure gaps are genuine (not analysis errors)
• Identify information missing from lexicons
• Catch achievements that exist but weren't surfaced
• Prevent inaccurate competitive positioning

Process for each identified gap (❌) or partial match (⚠️):

1. Present the gap clearly:

I identified a potential gap:

Requirement: [Exact requirement from job]
Priority: [HIGH/MEDIUM/LOW from job analysis]
Current Assessment: ❌ GAP or ⚠️ PARTIAL MATCH

My analysis: [Brief explanation of why assessed as gap]

Is this truly a gap in your background?

2. Ask yes/no question using AskUserQuestion:

Is "[requirement]" a genuine gap in your experience?
- Yes, I don't have this experience
- No, I do have this experience

3. If user says "No" (gap is incorrect):

You indicated you DO have experience with [requirement].

Help me understand what I missed:

A) This experience exists in different documents not yet in lexicons
   → Which documents should I look for?
   → What role/timeframe had this experience?

B) This experience is in the lexicon but I missed the connection
   → Can you point me to where this appears?
   → What achievement/section should I review?

C) The requirement is being interpreted too narrowly
   → How should I understand this requirement?
   → What experience of yours actually meets it?

D) This is captured under a different category/label
   → Where in your background does this appear?

4. If user says "Yes" (confirmed gap):

Confirmed gap: [requirement]

Follow-up questions:

A) Do you have ANY related experience (even if not exact match)?
   → What's the closest experience you have?
   → This helps us build reframing strategy

B) Is this a learnable skill or fixed requirement?
   → Can you develop this if hired?
   → Should we frame as growth opportunity?

C) How critical is this gap to your competitiveness?
   → Deal-breaker or addressable?
   → Should we apply anyway?

Document all verification outcomes:

## Gap Verification Summary

### Verified Gaps (User Confirmed)
1. **[Requirement]** - Priority: [HIGH/MEDIUM/LOW]
   - User confirmation: "Yes, genuine gap"
   - Related experience: [If any]
   - Reframing potential: [HIGH/MEDIUM/LOW]
   - User notes: "[Any context provided]"
   - Verified: YYYY-MM-DD

### Corrected Assessments (Analysis Errors)
1. **[Requirement]** - Originally assessed as GAP
   - User correction: "I have this experience"
   - Location in background: [User's explanation]
   - Action needed:
     * ✅ Update lexicons with [specific documents]
     * ✅ Re-analyze Section [X] for this experience
     * ✅ Verify achievement at [lexicon location]
   - Status: REQUIRES LEXICON UPDATE

### Lexicon Gaps Identified
[List of missing information that should be added to lexicons]

### Analysis Improvements Needed
[List of misinterpretations or narrow readings to correct]

Example Verification Conversation:

I identified 3 potential gaps. Let's verify each:

GAP 1 of 3:
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Requirement: "5+ years budget management experience with budgets exceeding $1M"
Priority: HIGH (mentioned 4x, critical competency)
My Assessment: ⚠️ PARTIAL MATCH

Why: I found your Shakespeare Center budget ($1.6M) but this was 3 years, not 5.

Is this a genuine gap? (Yes/No)

[User answers: "No"]

You indicated you DO have 5+ years of $1M+ budget experience.

What did I miss?
A) Experience in documents not yet in lexicons
B) Experience is in lexicon but I missed it
C) I'm interpreting the requirement too narrowly
D) This appears under different category/label

[User answers: "B - My current COTA Associate Dean role has $29M budget and I've been in it for 2 years, plus Shakespeare Center was 3 years = 5 years total"]

Thank you! I see the issue. I didn't connect your COTA role budget to this requirement.

Let me update my analysis:
✅ STRONG MATCH - EXCEEDS:
- Current role: $29M budget (2 years and ongoing)
- Previous role: $1.6M budget (3 years)
- Total: 5+ years with budgets exceeding $1M
- Actually EXCEEDS requirement substantially

This changes your competitive position significantly. Continuing verification...

Timing:

• Complete gap verification BEFORE Phase 3 (Reframing)
• May need to loop back to Phase 2 if major corrections needed
• Document updates required before proceeding to cover letter plan

Success Criteria: ✅ Every gap/partial match verified with user ✅ User had opportunity to correct analysis errors ✅ Missing lexicon content identified for future updates ✅ User confirms final gap list before reframing strategies developed ✅ Competitive position assessment is accurate

Phase 3: Reframing Strategy Development

For each VERIFIED gap or partial match from Phase 2.5:

Use AskUserQuestion tool to present reframing options:

Example:

Gap Identified: "Change management certification preferred"

Your Background: Extensive practical change management experience
- Free-to-Earned Revenue Model (organizational transformation)
- Data Infrastructure Implementation (systems change)
- Strategic Planning Leadership (cultural change)

Reframing Options:

A) Emphasize Practical Expertise
"While not formally certified in change management, I have led three major
organizational transformations affecting 200+ employees, applying change
management principles including stakeholder analysis, communication planning,
and resistance mitigation"

Best for: When practical experience is extensive and certification is "preferred" not "required"
Philosophy connection: Evidence-based practice (career_philosophy.md:280)
Achievement sources: achievement_library.md:520, 670, 890

B) Frame as Growth Opportunity
"My practical change management experience positions me to pursue formal
certification, which would formalize the expertise gained through [specific examples]"

Best for: When showing commitment to professional development
Demonstrates: Growth mindset, continuous learning
Complements: Your other certifications/credentials

C) Highlight Transferable Framework
"Applied evidence-based change management frameworks in [specific transformation],
including Kotter's 8-step model for the revenue transition and adaptive leadership
principles for the data infrastructure implementation"

Best for: When you've used recognized frameworks even without formal training
Demonstrates: Theoretical grounding + practical application
Achievement sources: achievement_library.md:520-560

Which approach feels most authentic and strategic?

Process:

• Present 2-3 reframing options for each gap
• Ground each option in actual lexicon achievements
• User confirms preferred approach
• Document chosen strategy with sources
• Build reframing list for cover letter integration

Build Reframing Documentation:

reframing_strategies = {
    "change_management_certification": {
        "gap": "Certification preferred",
        "background": "Extensive practical experience",
        "chosen_approach": "A) Emphasize Practical Expertise",
        "sources": ["achievement_library.md:520", "achievement_library.md:670"],
        "cover_letter_integration": "Paragraph 3: Transformation Experience",
        "user_confirmed": "2025-10-31"
    }
}

Phase 4: Cover Letter Plan Development

Based on gaps + reframing + strengths:

Structure:

## Cover Letter Strategic Plan

### Opening Strategy (Values Alignment)
**Recommendation:** Institutional Positioning pattern
**Why:** Job emphasizes [Company]'s unique assets in [sector/context]

**From your narrative patterns:**
- Pattern: "[Institution] is uniquely positioned by..."
- Source: narrative_patterns.md:130-145
- When to use: Academic, mission-driven organizations

**Application to this role:**
"[Company's] [Department] is uniquely positioned by its intersection
of [asset 1], [asset 2], and [asset 3] to [mission]—a vision that aligns
precisely with my [N]-year commitment to [your philosophy value]."

**Example:**
"UCLA's School of the Arts and Architecture is uniquely positioned by its intersection
of artistic excellence, research innovation, and public mission to advance arts as
a tool for social transformation—a vision that aligns precisely with my 15-year
commitment to arts-as-social-justice practice."

**Philosophy connection:**
Links to career_philosophy.md:215 (Arts as Social Justice value)

**Keywords to incorporate:**
- [Keyword 1 from job analysis]
- [Keyword 2 from job analysis]

---

### Middle Development (Achievements + Reframing)

**Paragraph 2: [Primary Strength - Achievement Category]**
**Recommended Achievement:** [Achievement Name]
**Variation:** [Variation type from library]
**Why this achievement:**
- Connects to: Their emphasis on "[requirement]"
- Scale: [Exceeds/Meets/Demonstrates] requirement
- Demonstrates: [Key competency]

**Source:** achievement_library.md:[line numbers]

**Narrative Pattern:** Challenge → Action → Result
**Estimated length:** 120-140 words

**Draft Guidance:**
Context/Challenge: "[Set up the situation]"
Action: "[Your role and approach]"
Result: "[Quantifiable outcome and impact]"

**Language notes:**
- Use verb: "[verb from language bank]" (language_bank.md:[line])
- Incorporate keyword: "[job priority keyword]"
- Emphasize: [competency they prioritized]

---

**Paragraph 3: [Secondary Strength or Transformation + Reframe]**
**Recommended Achievement:** [Achievement Name]
**Connects to:** [Job requirement and any gap to address]
**Reframing strategy:** [If addressing gap, reference strategy from Phase 3]

**Source:** achievement_library.md:[line numbers]

**Narrative Pattern:** Context → Insight → Application
**Estimated length:** 120-140 words

**Draft Guidance:**
Context: "[Situational setup that shows understanding]"
Insight: "[Your recognition or learning]"
Application: "[How you applied this, with results]"

[If reframing a gap:]
**Reframe language:** "[Approved reframing approach from Phase 3]"

---

**Paragraph 4: [Values-Driven Leadership or Additional Strength]**
**Recommended Focus:** [Philosophy theme or achievement]
**Connects to:** Their [value/requirement] commitment

**Source:** career_philosophy.md:[line numbers]

**Purpose:** Deepen values alignment, show cultural fit
**Estimated length:** 100-120 words

---

### Closing Strategy
**Recommendation:** Values Reaffirmation + Forward-Looking Invitation
**Pattern:** Synthesize alignment + vision + invitation
**Source:** narrative_patterns.md:155-165

**Template:**
"The [Job Title] role offers the opportunity to bring my [strength 1],
[strength 2], and [philosophy value] to an institution uniquely positioned
to [their mission]. I would welcome the opportunity to discuss how my
experience aligns with [Company]'s vision for [department/initiative]."

**Tone notes:**
- "offers the opportunity" = enthusiastic but not presumptuous
- "uniquely positioned" = callback to opening (structural cohesion)
- "discuss how" = invitation, collaborative tone
- Avoid: "I am the ideal candidate" (presumptuous)

**Estimated length:** 70-80 words

---

### Tone Profile
**Job requirement (from analysis Section III):**
- [Formality level from job analysis]
- [Innovation level from job analysis]
- [Collaboration level from job analysis]

**Your natural voice (from past letters + lexicon):**
- [Your established tone patterns]
- [Your preferred narrative structures]
- [Your characteristic language]

**Recommended synthesis:**
- Formality level: [Specific recommendation]
- Sentence structure: [Mix description]
- Vocabulary: [Guidance on word choices]
- Emotional register: [Tone description]

**Language guidance:**
- ✅ Use: [Verbs/phrases from your language bank that match their culture]
- ✅ Mirror their verbs: "[verb 1]," "[verb 2]," "[verb 3]"
- ❌ Avoid: [Language not in your lexicon or mismatched to their culture]

---

### Total Estimated Length
- Opening: ~100 words
- Development: ~360 words (3 paragraphs × 120 words)
- Closing: ~75 words
- **Total: 535 words** (appropriate for this role level)

---

### Integration with Resume
**Ensure complementarity, not duplication:**

**Resume emphasizes:** [Achievement aspects highlighted in resume]
**Cover letter emphasizes:** [Different aspects or additional context]

**Example:**
- Resume bullet: "Stewarded $12.1M capital project from conception through delivery"
- Cover letter expansion: Context of partnership complexity, stakeholder navigation, community impact

Phase 5: JSON Export for Wrapper Application

After completing cover letter plan development, create structured JSON output:

Write to: ~/career-applications/[job-slug]/job-fit-analysis-v1.json

Structure:

{
  "metadata": {
    "created_at": "YYYY-MM-DDTHH:MM:SSZ",
    "version": 1,
    "skill": "job-fit-analysis",
    "job_analysis_file": "job-analysis-v1.json",
    "lexicons_referenced": [
      "01_career_philosophy.md",
      "02_achievement_library.md"
    ]
  },
  "fit_assessment": {
    "overall_match_percentage": 82,
    "match_level": "strong",
    "confidence": "high",
    "summary": "Strong candidate with most requirements met",
    "direct_matches": 8,
    "total_requirements": 10,
    "partial_matches": 2,
    "missing_requirements": 0,
    "competitive_position": "STRONG CANDIDATE"
  },
  "strengths": [
    {
      "category": "Capital Projects",
      "requirement": "Experience managing $5M+ capital projects",
      "evidence": "Managed $12.1M Kirk Douglas Theater renovation, exceeds requirement by 140%",
      "achievement_source": "achievement_library.md:320-430",
      "competitive_advantage": "high",
      "assessment": "EXCEEDS requirement",
      "recommendation": "Lead with this in resume and cover letter"
    },
    {
      "category": "Stakeholder Management",
      "requirement": "Multi-stakeholder engagement experience",
      "evidence": "Cross-functional teams, city planning, donor partnerships",
      "achievement_source": "achievement_library.md:358-370",
      "competitive_advantage": "medium",
      "assessment": "STRONG match",
      "recommendation": "Emphasize breadth of stakeholders"
    }
  ],
  "gaps": [
    {
      "requirement": "Grant writing experience",
      "priority": "medium",
      "verified": true,
      "verification_date": "YYYY-MM-DD",
      "your_experience": "none_mentioned",
      "related_experience": "Budget management and fundraising partnerships",
      "severity": "medium",
      "mitigation_strategy": "Emphasize budget management and fundraising partnerships",
      "reframing_approach": "Emphasize Practical Expertise",
      "addressable": true,
      "user_confirmed": true,
      "cover_letter_integration": "Paragraph 3: Transformation Experience"
    },
    {
      "requirement": "Higher ed specific experience",
      "priority": "low",
      "verified": true,
      "verification_date": "YYYY-MM-DD",
      "your_experience": "performing_arts_education",
      "related_experience": "Colburn School educational leadership",
      "severity": "low",
      "mitigation_strategy": "Frame Colburn School as educational institution",
      "reframing_approach": "Highlight Transferable Framework",
      "addressable": true,
      "user_confirmed": true,
      "cover_letter_integration": "Opening: Institutional positioning"
    }
  ],
  "competitive_analysis": {
    "your_profile": "Capital projects leader with strong stakeholder management",
    "ideal_candidate": "Higher ed facilities director with fundraising experience",
    "competitive_position": "strong",
    "likely_competitors": [
      "Current higher ed facilities managers",
      "Capital project directors from similar institutions"
    ],
    "your_differentiation": "Broader stakeholder range, larger project scale",
    "estimated_competitiveness": 0.82
  },
  "recommendations": {
    "resume": [
      "Lead with $12.1M project and scale",
      "Use 'stakeholder management' 3x minimum",
      "Frame Colburn as educational institution",
      "Emphasize budget management expertise"
    ],
    "cover_letter": [
      "Open with capital projects strength",
      "Address grant gap by emphasizing fundraising partnerships",
      "Connect performing arts education to higher ed mission",
      "Use institutional positioning pattern"
    ],
    "interview_prep": [
      "Prepare grant writing interest story",
      "Emphasize quick learning and adaptability",
      "Have DEI initiatives ready",
      "Prepare questions about team structure and resources"
    ]
  },
  "risk_assessment": {
    "deal_breakers": [],
    "concerns": [
      {
        "issue": "Limited direct grant writing",
        "severity": "medium",
        "addressability": "high",
        "strategy": "Express willingness to learn, cite related experience"
      }
    ],
    "red_flags_for_you": [
      {
        "flag": "No team size mentioned",
        "interpretation": "Unclear support structure",
        "action": "Ask in interview about team and resources",
        "severity": "low"
      }
    ]
  },
  "cover_letter_plan": {
    "opening_strategy": {
      "pattern": "Institutional Positioning",
      "source": "narrative_patterns.md:130-145",
      "estimated_length": 100,
      "keywords_to_incorporate": ["keyword1", "keyword2"]
    },
    "development_paragraphs": [
      {
        "paragraph_number": 2,
        "focus": "Capital Projects Leadership",
        "achievement": "Kirk Douglas Theater",
        "variation": "Stakeholder Engagement Focus",
        "source": "achievement_library.md:358-370",
        "narrative_pattern": "Challenge → Action → Result",
        "estimated_length": 130,
        "connects_to_requirement": "Capital projects with $5M+ budgets"
      },
      {
        "paragraph_number": 3,
        "focus": "Transformation + Reframe grant gap",
        "achievement": "Free-to-Earned Revenue Model",
        "variation": "Change Management Focus",
        "source": "achievement_library.md:520-560",
        "narrative_pattern": "Context → Insight → Application",
        "estimated_length": 130,
        "connects_to_requirement": "Change management and fundraising",
        "reframing_strategy": "Emphasize practical expertise"
      },
      {
        "paragraph_number": 4,
        "focus": "Values-Driven Leadership",
        "achievement": "Arts as Social Justice commitment",
        "source": "career_philosophy.md:215-240",
        "narrative_pattern": "Values alignment",
        "estimated_length": 110,
        "connects_to_requirement": "DEI and mission alignment"
      }
    ],
    "closing_strategy": {
      "pattern": "Values Reaffirmation + Forward-Looking Invitation",
      "source": "narrative_patterns.md:155-165",
      "estimated_length": 75
    },
    "tone_profile": {
      "formality": "professional-collaborative",
      "sentence_structure": "mix of simple and complex",
      "vocabulary": "accessible expertise",
      "emotional_register": "enthusiastic but measured"
    },
    "total_estimated_length": 535
  },
  "application_priority": "high",
  "recommended_next_steps": [
    "Align resume emphasizing capital projects",
    "Draft cover letter addressing gaps proactively",
    "Prepare grant writing learning story for interviews"
  ]
}

Implementation:

1. Check if job-fit-analysis-v1.json already exists
2. If exists, increment version number: job-fit-analysis-v2.json, job-fit-analysis-v3.json, etc.
3. Extract structured data from the markdown analysis completed in Phases 2-4
4. Populate all fields based on verified gap analysis and user-confirmed reframing strategies
5. Write JSON file with proper formatting (2-space indentation)
6. Save to same directory as markdown file and job analysis

Data Mapping Guide:

• fit_assessment → Extract from Phase 2 summary matrix
• strengths → Extract from Phase 2 ✅ STRONG MATCH assessments
• gaps → Extract from Phase 2.5 verified gaps with user confirmation
• competitive_analysis → Extract from Phase 2 overall assessment
• recommendations → Extract from Phase 4 cover letter plan
• risk_assessment → Combine Phase 2.5 gap verification with job analysis red flags
• cover_letter_plan → Extract from Phase 4 detailed plan structure

Final Message After JSON Export:

Gap analysis, cover letter plan, and structured data export complete! Saved to:
- ~/career-applications/[job-slug]/03-gap-analysis-and-cover-letter-plan.md (full analysis)
- ~/career-applications/[job-slug]/job-fit-analysis-v1.json (structured data)

Summary:
- Competitive position: [STRONG/MODERATE/STRETCH CANDIDATE]
- Direct matches: [N] of [N] key requirements
- Gaps requiring reframing: [N] (all verified with you)
- Strategic approach: [1-sentence summary]

Your competitive strengths:
1. [Top strength]
2. [Second strength]
3. [Third strength]

Addressable gaps:
1. [Gap with reframing strategy]

Cover letter plan created with:
- Opening strategy: [pattern name]
- [N] development paragraphs using [N] achievements
- Tone profile: [description]

Next steps:
1. Review the complete analysis
2. Proceed to cover letter voice development
3. Begin collaborative drafting

Output Generation

Write to: ~/career-applications/[job-slug]/03-gap-analysis-and-cover-letter-plan.md

File template:

---
job_title: [from job analysis]
company: [from job analysis]
date_created: YYYY-MM-DD
lexicons_referenced:
  - file: 01-job-analysis.md
    sections: [All sections]
  - file: 01_career_philosophy.md
    sections: [I.C, II.A]
  - file: 02_achievement_library.md
    sections: [II.A, II.B, III.A]
competitive_position: STRONG CANDIDATE
---

# Job Fit Analysis & Cover Letter Plan
## [Job Title] - [Company]

## I. Overall Fit Assessment

**Competitive Position:** STRONG CANDIDATE
- Direct matches: 8 of 10 key requirements
- Partial matches: 2 (with reframing strategies)
- Missing requirements: 0 critical, 1 preferred (certification)
- Values alignment: EXCEPTIONAL (authentic overlap)

**Recommended Application Strategy:**
[Strategic summary: what to lead with, what to emphasize, how to address gaps]

---

## II. Detailed Gap Analysis

[Full analysis from Phase 2, organized by requirement category]

### [Category 1]: [Requirement Name]
[Complete analysis with ✅/⚠️/❌ symbols, sources, assessments]

### [Category 2]: [Requirement Name]
[Complete analysis]

[Continue for all categories...]

---

## III. Reframing Strategies

**Gaps and Partial Matches Requiring Strategic Positioning:**

### 1. [Gap or Partial Match Name]
**Requirement:** [What they're asking for]
**Your Background:** [What you have]
**Chosen Reframing Approach:** [User-confirmed strategy from Phase 3]
**Sources:** [Lexicon citations]
**Cover Letter Integration:** [Where/how to incorporate]
**User Confirmed:** YYYY-MM-DD

### 2. [Next Gap if any]
[Same format]

---

## IV. Cover Letter Strategic Plan

[Complete plan from Phase 4 with narrative structure]

### Opening Strategy
[Detailed opening recommendation with template, sources, and rationale]

### Middle Development
#### Paragraph 2: [Focus]
[Achievement, variation, narrative pattern, draft guidance, sources]

#### Paragraph 3: [Focus]
[Achievement, variation, narrative pattern, draft guidance, sources]

#### Paragraph 4: [Focus]
[Achievement or philosophy focus, pattern, guidance, sources]

### Closing Strategy
[Template, tone notes, estimated length]

### Tone Profile
[Detailed tone guidance matching job culture + your voice]

### Total Estimated Length
[Word count breakdown by section]

### Integration with Resume
[Complementarity guidance]

---

## V. Evidence & Source Map

**All recommendations linked to lexicon sources:**

Opening strategy ← narrative_patterns.md:130
Capital project emphasis ← achievement_library.md:358
Values alignment ← career_philosophy.md:215
Reframing approach ← achievement_library.md:520 + user confirmation (2025-10-31)
Tone guidance ← job-analysis.md Section III + language_bank.md
Closing pattern ← narrative_patterns.md:160

[Continue for all major recommendations...]

---

## VI. Next Steps

**Options:**

A) Proceed to cover letter voice development
   - Invoke: cover-letter-voice skill
   - Reads this plan + narrative patterns + language bank
   - Develops detailed narrative framework

B) Begin collaborative drafting
   - Invoke: collaborative-writing skill
   - Uses this plan as guide
   - Co-creates draft iteratively

C) Draft independently and return for review
   - Use this plan as roadmap
   - Return for voice/consistency check

---
Generated: YYYY-MM-DD via job-fit-analysis skill
Version: 1.0

Present to user:

Gap analysis, cover letter plan, and structured data export complete! Saved to:
- ~/career-applications/[job-slug]/03-gap-analysis-and-cover-letter-plan.md (full analysis)
- ~/career-applications/[job-slug]/job-fit-analysis-v1.json (structured data)

Summary:
- Competitive position: [STRONG/MODERATE/STRETCH CANDIDATE]
- Direct matches: [N] of [N] key requirements
- Gaps requiring reframing: [N] (all verified with you)
- Strategic approach: [1-sentence summary]

Your competitive strengths:
1. [Top strength]
2. [Second strength]
3. [Third strength]

Addressable gaps:
1. [Gap with reframing strategy]

Cover letter plan created with:
- Opening strategy: [pattern name]
- [N] development paragraphs using [N] achievements
- Tone profile: [description]

Next steps:
1. Review the complete analysis
2. Proceed to cover letter voice development
3. Begin collaborative drafting

Error Handling

Missing Lexicons

**If career_philosophy.md not found:**

"I can't find your career philosophy lexicon at ~/lexicons_llm/01_career_philosophy.md

I need this to analyze values alignment and develop authentic positioning.

To generate your lexicons:
1. cd /path/to/career-lexicon-builder
2. python run_llm_analysis.py

This analyzes your career documents and creates the lexicons I need.

Should I wait while you generate them?"

**If achievement_library.md not found:**

"I can't find your achievement library at ~/lexicons_llm/02_achievement_library.md

I need this to match your verified achievements to job requirements.

To generate your lexicons:
1. cd /path/to/career-lexicon-builder
2. python run_llm_analysis.py

Should I wait while you generate them?"

Missing Job Analysis

**If no job analysis found:**

"I need a job analysis to know what requirements to compare against.

Options:
1. Analyze the job description now (I'll invoke job-description-analysis skill)
2. You already have an analysis - specify the path
3. Cancel and run job analysis separately

Which would you prefer?"

[If user chooses option 1:]
"I'll analyze the job description first, then return to the fit analysis.
Please paste or upload the job posting."

No Matching Achievements

**If no lexicon achievements match a HIGH priority requirement:**

"I couldn't find achievements in your library that directly match this HIGH priority requirement:
'[Requirement from job]'

This suggests either:
1. You have this experience but it's not in your lexicons
   → Add documents covering this experience and regenerate lexicons

2. This is a genuine gap (significant competitive concern)
   → We can develop reframing strategy but it may be a stretch

3. The requirement can be demonstrated through different achievements
   → Let's explore transferable experience

What would you like to do:
- Explore transferable achievements in your library
- Add this as a critical gap requiring cover letter attention
- Update lexicons with missing experience first
- Proceed with gaps documented for transparent assessment

User Rejects Reframing Strategy

**If user says "None of these reframing approaches feel authentic":**

"I understand these don't resonate. Let's explore this differently.

For the gap: [Requirement]

What is it about these approaches that feels inauthentic?
- The language doesn't sound like you?
- The framing feels like spin?
- The achievement examples don't truly connect?
- Something else?

[Listen to response]

Based on what you've shared, let me try a different approach:

[Generate new reframing options based on user feedback]

Or we can:
- Acknowledge this as a straightforward gap in cover letter
- Focus on compensating strengths instead
- Skip addressing this requirement entirely

What feels most aligned with your values?"

Weak Competitive Position

**If overall assessment shows user is under-qualified:**

"Based on this analysis, I need to share a strategic concern:

You match [N] of [N] requirements, but the gaps are in HIGH priority areas:
- [Critical gap 1]
- [Critical gap 2]

This suggests you may be under-qualified for this specific role as posted.

However, consider:

A) Strategic Application Anyway
   - Possible: if you have unique value proposition they haven't considered
   - Risk: Time investment with low conversion probability
   - Approach: Very strong values alignment story + long-term potential framing

B) Wait for Better Fit
   - Look for similar roles with requirements better matched to your background
   - Build missing experience first
   - Apply when competitive position is stronger

C) Networking Approach
   - Connect with hiring manager before formal application
   - Learn if requirements are flexible
   - Understand if they'd consider candidates with different profile

What's your instinct about how to proceed?"

Success Criteria

✅ Gaps identified and ranked by job priority (not random order) ✅ Reframing strategies grounded in actual lexicon achievements (no fabrication) ✅ Cover letter plan has clear narrative direction and structure ✅ User feels confident about positioning (not anxious about gaps) ✅ All recommendations linked to specific lexicon sources ✅ Authentic alignment opportunities identified (not manufactured) ✅ User understands competitive position realistically ✅ Strategic approach is actionable and authentic

Example Output Excerpt

## II. Detailed Gap Analysis

### Capital Projects & Infrastructure
JD Requirement: "Proven experience managing capital projects with budgets exceeding $5M"
Priority: HIGH (mentioned 7x, first requirement in qualifications section)

Your Achievement Library:
✅ STRONG MATCH: Kirk Douglas Theater
   - $12.1M budget (EXCEEDS requirement by 140%)
   - Adaptive reuse project (matches sector context)
   - Multi-stakeholder complexity (public-private partnership)
   - Source: achievement_library.md:320-430
   - Variations available:
     * Variation A: Project Management Focus (lines 338-342)
     * Variation B: Financial Stewardship Focus (lines 348-352)
     * Variation C: Stakeholder Engagement Focus (lines 358-370)

✅ STRONG MATCH: Outdoor Amphitheater
   - 600-seat venue, ground-up construction
   - Demonstrates range: new construction + adaptive reuse
   - Source: achievement_library.md:405-450
   - Purpose: Supporting evidence of consistent capital project success

Assessment: COMPETITIVE STRENGTH
You don't just meet this requirement—you exceed it with verified, large-scale experience.
This should be a PRIMARY emphasis in both resume and cover letter.

Recommendation: Use Kirk Douglas Theater (Variation C: Stakeholder focus) in cover letter
to connect capital project expertise with their collaboration culture emphasis.

→ **Ready for cover letter paragraph 2 (primary achievement story)**

END OF SKILL