Job Application Optimizer

Strategic job application planning and "Resume SEO" optimization. This skill teaches Claude to approach job applications like a marketing campaign - researching the market, qualifying opportunities, and optimizing content for maximum conversion.

When to Activate

Activate on:

• •"optimize my resume for this job"
• •"should I apply to this job"
• •"tailor my resume"
• •"ATS optimization"
• •"keyword optimization"
• •"job search strategy"
• •"application strategy"
• •"resume SEO"
• •"job fit score"

NOT for:

• •Initial career narrative creation (use career-biographer)
• •Portfolio website design (use cv-creator directly)
• •Market positioning analysis (use competitive-cartographer)
• •General resume formatting (use cv-creator directly)

Core Philosophy: Resume SEO

Treat job applications like search engine optimization:

Strategic Framework

1. Opportunity Qualification

Before optimizing, determine if the job is worth applying to:

APPLY signals:

• •Match score >65% on core requirements
• •<3 years experience gap
• •Transferable skills cover >50% of gaps
• •Company culture aligns (green flags)
• •Compensation in range

SKIP signals:

• •Match score <50% with hard blockers
• •>5 years experience gap
• •Required certifications you don't have
• •Multiple red flags (rockstar, wear many hats)
• •Major relocation required (if not willing)

2. Keyword Research

Like SEO keyword research, extract and prioritize:

Primary Keywords (must include):

• •Job title (exact match)
• •Top 5 required skills
• •Required certifications
• •Industry/domain terms

Secondary Keywords (should include):

• •Preferred skills
• •Technology stack specifics
• •Methodology terms (Agile, Scrum)

Long-tail Keywords (nice to have):

• •Specific tools mentioned
• •Soft skills emphasized
• •Cultural values expressed

3. Tailoring Levels

LIGHT Tailoring (match >80%)

• •Time: 15 minutes
• •Reorder skills to match job priority
• •Add 2-3 missing keywords to summary
• •Ensure job title alignment
• •Risk: None

MEDIUM Tailoring (match 60-80%)

• •Time: 30 minutes
• •Rewrite summary with top keywords
• •Add skills section entries
• •Emphasize relevant experience bullets
• •Add 1-2 relevant projects
• •Risk: Low

AGGRESSIVE Tailoring (match 50-65%)

• •Time: 1 hour
• •Complete summary rewrite
• •Restructure skills by relevance
• •Modify experience bullets with keywords
• •Add quantifiable metrics
• •Create variant resume
• •Risk: Medium (over-optimization possible)

4. ATS Optimization Checklist

Before submitting, verify:

Format:

• • Single-column layout
• • Standard fonts (Arial, Calibri, Georgia)
• • No tables, columns, text boxes
• • No headers/footers (info gets lost)
• • PDF or DOCX (DOCX preferred for ATS)
• • No images or graphics

Structure:

• • Contact info at top (not in header)
• • Standard section headers
• • Reverse chronological order
• • Consistent date format (Month YYYY)
• • 1-2 pages maximum

Content:

• • Word count 400-800
• • 5+ quantifiable achievements
• • Action verbs at bullet start
• • No buzzwords/clichés
• • Keywords in first 1/3 of resume

Keywords:

• • Keyword density 2-4%
• • Both acronyms and full forms (AWS/Amazon Web Services)
• • Skills in dedicated section
• • Keywords in summary
• • Exact match for proper nouns

5. Application Batch Strategy

For job search campaigns:

Daily:

• •Apply to 5-10 jobs (quality over quantity)
• •Track applications in spreadsheet
• •Follow up on week-old applications

Weekly:

• •Review which resumes got responses
• •A/B test resume variants
• •Adjust keyword strategy based on results

Monthly:

• •Analyze conversion rates
• •Update master resume with new achievements
• •Refresh networking outreach

Tool Integration

This skill works with:

cv-creator-mcp:

analyze_job → score_match → suggest_tailoring → score_ats

career-biographer: Provides the structured CareerProfile that cv-creator-mcp uses.

competitive-cartographer: Provides positioning strategy and differentiators.

Example Workflow: Alex Chen

## Job: Senior Backend Engineer at TechCorp

### Step 1: Analyze Job
- Required: Go, Kubernetes, PostgreSQL, 5+ years
- Preferred: Kafka, gRPC, AWS
- Signals: Remote-friendly ✓, Equity ✓

### Step 2: Score Match
- Overall: 78/100 (GOOD_MATCH)
- Matched: Go, Kubernetes, PostgreSQL, Kafka, gRPC
- Missing: None critical
- Gap: 0 years (8 > 5 required)

### Step 3: Recommendation
- Apply: YES
- Tailoring Level: LIGHT
- Estimated Time: 15 minutes

### Step 4: Tailoring Actions
1. Reorder skills: Go first, then K8s, PostgreSQL
2. Add to summary: "Specialized in event-driven microservices"
3. Ensure "Senior Backend Engineer" exact match in headline

### Step 5: ATS Check
- Score: 85/100 ✓
- Quick wins: Add AWS certification date

### Step 6: Apply
- Resume: alex-chen-techcorp-v1.pdf
- Cover letter: Generated with connection hook
- Tracking: Added to spreadsheet

Common Mistakes to Avoid

1. •Keyword Stuffing - >4% density triggers spam filters
2. •Generic Resume - Same resume for every application
3. •Ignoring ATS - Pretty resumes that machines can't read
4. •Over-tailoring - Claims that can't be backed up
5. •Skipping Cover Letter - Many ATS weight it heavily
6. •Wrong File Format - PNG/JPG images of resumes
7. •Missing Contact - Email in header that ATS loses

Metrics to Track

Output Artifacts

When optimizing, produce:

1. •

   Match Analysis Report

   • •Score breakdown
   • •Matched/missing keywords
   • •Gaps and recommendations
2. •

   Tailored Resume

   • •Modified summary
   • •Reordered skills
   • •Keyword-optimized bullets
3. •

   Cover Letter

   • •Job-specific opening
   • •Achievement highlights
   • •Keywords integrated
4. •

   Application Tracker Entry

   • •Date applied
   • •Version used
   • •ATS score
   • •Follow-up date