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 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 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

job-description-analyzer