job-description-analyzer

name	job-description-analyzer
description	Analyze job postings, calculate match scores, identify gaps, and create application strategy

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

# 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

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



 None ✅


⚠️ 
 They mention this 5x in job description
 They want PM who can query data independently


 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


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


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

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






 Company ABC - General PM work
 Company XYZ - Your developer tools role
 Company 123 - Early career


 Company XYZ - Developer tools role (MOST RELEVANT)
 Company ABC - B2B SaaS work
 Company 123 - Only if space allows




 "SQL and data analysis" (mentioned 5x in JD)
 "API product management" (mentioned 4x)
 "Developer-focused products" (mentioned 3x)
 "Stakeholder alignment" (mentioned 3x)


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



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



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%"

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






"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."


"[Name] on your product team mentioned you're looking for a PM to lead the API product line - my 2 years in developer tools and B2B SaaS background would be a strong fit."


"Your JD mentions challenges in stakeholder alignment across technical teams - I've navigated this exact challenge at my current role, aligning engineering, design, and sales teams across 6 concurrent product initiatives."


 "Your requirement for B2B SaaS experience: I have 4 years with..." 
 "Your focus on data-driven decisions: In my current role, I..."
 "Your need for API product expertise: At [Company], I..."


"While my data analysis has primarily been in Excel and Tableau, I'm expanding my SQL skills and can currently write basic queries. More importantly, I've built strong partnerships with data teams and consistently use data to inform product decisions."

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





 "Fast-paced environment"
 Appears 2x in description
 Interpretation: Likely startup or high-growth
 May mean: Long hours, ambiguity, rapid changes

 Salary range is wide ($140K-$180K)
 29% spread
 May indicate: Experience range is flexible, or negotiation room



 Detailed job description
 Shows company knows what they want
 Well-organized role

 Mentions specific tools (JIRA, Amplitude)
 Shows operational maturity

 Hybrid flexibility mentioned
 Modern workplace practices



Before applying, check:
 Glassdoor reviews (look for patterns in 1-2 star reviews)
 Recent funding/news (layoffs? growth?)
 LinkedIn: Check how long people stay (high turnover?)
 Levels.fyi: Verify salary range is accurate

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




 Customize resume (30-45 minutes)
 Write cover letter (30 minutes)


 Submit application
 Connect with 2-3 current employees on LinkedIn
 Research company more deeply


 Follow up if no response after 7 days

 1-2 weeks


 Recruiter screen (30 min)
 Hiring manager (1 hour)
 Product case study (take-home)
 Team interviews (3-4 hours)
 Executive interview (1 hour)

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





 Strong match (78%) - You meet most requirements
 Role aligns with career goals
 Salary range is appropriate for your experience
 Company stage fits your preferences
 You have unique relevant experience (developer tools)



 SQL gap is real - prepare to address this
 "Fast-paced" may mean high pressure
 Need to research company culture more





You meet 80% of required skills and 67% of preferred skills. Your developer tools and B2B SaaS experience makes you a differentiated candidate. The SQL gap is addressable with honesty and emphasis on your analytical skills. Apply within 48 hours while posting is fresh.

Requirement Classification Guide

Identifying "Must Have" vs "Nice to Have"

Language indicating REQUIRED:

• "Must have..."
• "Required: X years of..."
• "You have..."
• "Essential qualifications"
• Listed under "Requirements"
• Mentioned 3+ times in description

Language indicating PREFERRED:

• "Nice to have..."
• "Bonus if you have..."
• "Preferred qualifications"
• "Ideally, you'd have..."
• "A plus if..."
• Mentioned only 1-2 times

Dealbreaker Detection

Absolute dealbreakers (don't apply):

• Required license you don't have (medical, legal, CPA)
• Required clearance you can't get
• Years of experience 50%+ below requirement
• Required degree you don't have (when stated as "required")
• Location requirement you can't meet

Not dealbreakers (apply anyway):

• Years of experience slightly below (e.g., 3 years when they want 5)
• "Preferred" degree you don't have
• Nice-to-have tools/skills you can learn
• Industry experience when you have transferable skills

Implementation Checklist

When analyzing a job:

1. ✅ Extract all requirements (required vs preferred)
2. ✅ Identify all keywords (hard skills, soft skills, industry terms)
3. ✅ Calculate match score
4. ✅ Identify strengths to emphasize
5. ✅ Identify gaps and strategies to address
6. ✅ Detect red flags
7. ✅ Create resume customization plan
8. ✅ Generate cover letter talking points
9. ✅ Research company
10. ✅ Provide application recommendation and timeline

Edge Cases

Vague Job Descriptions

• Flag as potential red flag
• Extract what keywords you can
• Recommend reaching out for clarity before applying
• Use industry standard requirements as baseline

Multiple Roles in One JD

• Identify the core role vs "other duties"
• Focus match score on primary responsibilities
• Flag scope creep concerns

Internal Postings (Already Working There)

• Different strategy - emphasize internal knowledge
• Highlight cross-team relationships
• Reference specific company initiatives

Reposted Jobs

• May indicate: Previous hire didn't work out, role expanded, or first search failed
• Worth applying, but research why it was reposted
• Check if requirements changed from original posting