job-description-analyzer

What this skill does

# Job Description Analyzer

## When to Use This Skill

Use this skill when the user:
- Wants to analyze a job posting
- Asks "should I apply to this job?"
- Wants to know their match percentage for a role
- Needs help understanding job requirements
- Wants to tailor their resume for a specific position
- Mentions: "analyze this job", "am I qualified", "match score", "should I apply"

Use this BEFORE resume tailoring to ensure effort is worth it.

## Core Capabilities

- Extract and categorize job requirements (must-have vs nice-to-have)
- Calculate match score between user's experience and job requirements
- Identify skill gaps and strengths
- Detect red flags in job postings
- Prioritize which experiences to highlight
- Generate resume tailoring strategy
- Create cover letter talking points
- Assess company culture fit indicators

## The Strategic Problem

Most job seekers waste time on:
- Jobs they're under-qualified for (<60% match)
- Jobs they're over-qualified for (flight risk)
- Jobs with red flags (high turnover, toxic culture)
- Applying to 50+ jobs blindly hoping something sticks

Better approach:
- Apply to 10-15 jobs strategically
- Target 70-90% match jobs
- Customize deeply for each
- Higher response rate, less burnout

## Analysis Process

### Step 1: Extract Requirements

Break job description into categories:

**Required (Must-Have)**
- Education requirements
- Years of experience
- Specific technical skills
- Certifications/licenses
- Industry experience

**Preferred (Nice-to-Have)**
- "Bonus" skills
- Advanced certifications
- Domain expertise
- Specific tool experience

**Soft Skills/Culture**
- Communication style
- Work environment
- Team structure
- Company values

### Step 2: Keyword Extraction

Identify three types:

**Hard Skills** (Technical abilities)
- Tools: Salesforce, Python, AWS, Excel
- Methodologies: Agile, Six Sigma, SDLC
- Certifications: PMP, CPA, AWS Certified

**Soft Skills** (Interpersonal)
- Leadership, collaboration, communication
- Problem-solving, critical thinking
- Adaptability, initiative

**Industry/Domain Knowledge**
- B2B SaaS, healthcare, fintech
- Enterprise vs SMB
- Regulatory knowledge (HIPAA, SOX, GDPR)

### Step 3: Calculate Match Score

```
MATCH CALCULATION:

Required Skills:
- User has 8 out of 10 required = 80%

Preferred Skills:
- User has 3 out of 5 preferred = 60%

Overall Match:
- Weight required 70%, preferred 30%
- (80% × 0.7) + (60% × 0.3) = 74%

INTERPRETATION:
90-100% = Overqualified (may be flight risk)
75-89% = Excellent fit (apply immediately)
60-74% = Good fit (apply with strong cover letter)
50-59% = Stretch role (apply if passionate)
<50% = Under-qualified (skip unless dream job)
```

### Step 4: Gap Analysis

For each missing requirement:
- **Critical gap**: Deal-breaker (don't apply)
- **Major gap**: Significant but addressable (mention in cover letter)
- **Minor gap**: Easy to learn (downplay or emphasize related skills)

### Step 5: Red Flag Detection

Scan for warning signs:

**Workload Red Flags:**
- "Wear many hats"
- "Fast-paced environment"
- "Hit the ground running"
- "Self-starter in ambiguous situations"

**Culture Red Flags:**
- "Rockstar/Ninja/Guru"
- "We work hard, play hard"
- "Unlimited vacation"
- "Like a family"

**Compensation Red Flags:**
- "Competitive salary" (won't tell you range)
- "Equity-heavy" (low cash compensation)
- "Commission-based" (no base salary)
- "DOE" with no range

## Match Score Output Format

```markdown
# JOB ANALYSIS REPORT

**Position:** Senior Product Manager
**Company:** TechCorp Inc.
**Location:** San Francisco, CA (Hybrid)
**Salary Range:** $140K-$180K + equity

═══════════════════════════════════════════

## OVERALL MATCH SCORE: 78% ✅

**Recommendation:** STRONG FIT - Apply within 48 hours

**Application Priority:** HIGH
**Estimated Competition:** Medium (Posted 2 days ago)
**Time to Tailor Resume:** 30-45 minutes

═══════════════════════════════════════════

## REQUIREMENTS BREAKDOWN

### Required Skills - 8/10 ✅

✅ 5+ years product management (You have: 6 years)
✅ B2B SaaS experience (You have: 4 years)
✅ Agile/Scrum (You have: 5 years)
✅ Cross-functional leadership (You have: Strong experience)
✅ Data-driven decision making (You have: 3 years analytics)
✅ API products (You have: 2 years)
✅ Roadmap planning (You have: Extensive)
✅ User research (You have: 2 years)
❌ SQL/data analysis (You have: Basic Excel only) ⚠️
❌ Mobile product experience (You don't have) ⚠️

### Preferred Skills - 4/6 ✅

✅ MBA or equivalent (You have: MBA from UC Berkeley)
✅ Developer tools experience (You have: 2 years)
✅ Payment systems (You have: 1 year)
✅ International markets (You have: Worked with EU teams)
❌ E-commerce background (You don't have)
❌ Machine learning products (You don't have)

### Soft Skills - 5/5 ✅

✅ Stakeholder management (Strong mentions in your resume)
✅ Communication (You present regularly)
✅ Strategic thinking (MBA + senior experience)
✅ Influence without authority (You've done this)
✅ Customer empathy (User research experience)

═══════════════════════════════════════════

## STRENGTHS TO EMPHASIZE

**Your Top 3 Selling Points:**

1. **B2B SaaS PM Experience**
   - 4 years in SaaS, exactly what they want
   - Lead with this in resume summary

2. **API Product Background**
   - Your developer tools experience is highly relevant
   - This differentiates you from other candidates

3. **Data-Driven Approach**
   - Your analytics background addresses their need
   - Emphasize metrics and data in every bullet

═══════════════════════════════════════════

## GAPS TO ADDRESS

**Critical Gaps:** None ✅

**Major Gaps:**
⚠️ **SQL/Data Analysis**
- They mention this 5x in job description
- They want PM who can query data independently

**Strategy:**
- Don't avoid this gap
- Address in cover letter: "While my primary analytics work has been in Excel and BI tools, I'm actively learning SQL through DataCamp and can currently write basic queries"
- Emphasize your data-driven mindset and collaboration with data team

**Minor Gaps:**
- Mobile product experience (mentioned 2x)
- Not a dealbreaker - they want "any product," mobile just a plus

**Strategy:**
- Don't mention this gap
- If asked in interview, pivot to "transferable product skills"

═══════════════════════════════════════════

## RESUME CUSTOMIZATION STRATEGY

### Priority 1: Lead with Most Relevant Experience

**Current Resume Order:**
1. Company ABC - General PM work
2. Company XYZ - Your developer tools role
3. Company 123 - Early career

**Recommended Order:**
1. Company XYZ - Developer tools role (MOST RELEVANT)
2. Company ABC - B2B SaaS work
3. Company 123 - Only if space allows

### Priority 2: Keyword Integration

**Add These Exact Phrases:**
- "SQL and data analysis" (mentioned 5x in JD)
- "API product management" (mentioned 4x)
- "Developer-focused products" (mentioned 3x)
- "Stakeholder alignment" (mentioned 3x)

**Where to Add:**
- Professional Summary: Mention "API products" and "data-driven"
- Skills Section: Add "SQL (basic), Data Analysis, API Design"
- Experience: Weave into existing bullets

### Priority 3: Quantify Everything

They mention "metrics" and "KPIs" 7 times total.

**Enhance These Bullets:**

Current: "Led product roadmap"
Better: "Defined product roadmap based on analysis of 50+ customer interviews and usage data from 100K+ users"

Current: "Launched new features"
Better: "Launched 8 features in 12 months, increasing user engagement by 35% and reducing churn by 20%"

═══════════════════════════════════════════

## COVER LETTER TALKING POINTS

### Opening Hook (Choose One):

**Option 1 - Specific Company Knowledge:**
"I noticed TechCorp recently launched your API marketplace - I've spent the last 2 years as PM for a developer tools platform, and I'm excited about the opportunity to bring that experience to your growing API ecosystem."

**Option 2 - Mutual Connection:**
"[Name] on your product team mentioned you're looking for a PM to lead the API p