Sample Screening Report

SKILL (9/10): Demonstrates deep full-stack expertise across the entire required tech stack. Led microservices migration at TechCorp (2022-2024) using Node.js, React, PostgreSQL, and AWS. Specific experience with Docker, Kubernetes, and CI/CD pipelines. Mentions implementing GraphQL federation for inter-service communication — shows architectural thinking beyond basics.

PROOF (9/10): Strong quantified results throughout:
• "Reduced deployment time by 70% through automated CI/CD pipeline"
• "Improved API response times from 800ms to 120ms via caching layer"
• "Led team of 5 engineers across 3 time zones"
• Specific technologies with versions (React 18, Node 20, PostgreSQL 15)

FIT (10/10): Near-perfect alignment with job requirements:
✅ 6 years full-stack experience (requirement: 5+)
✅ React + Node.js expertise (primary stack)
✅ AWS infrastructure experience
✅ Team leadership experience
✅ Microservices architecture background

RECOMMENDATION: PRIORITY INTERVIEW
This candidate's experience directly maps to the role requirements. The quantified achievements suggest genuine impact rather than keyword stuffing. Strong recommend for first-round interviews.

SKILL (8/10): Strong backend expertise with solid frontend capabilities. Built real-time analytics platform processing 2M events/day using Python, FastAPI, and React. Experience with data pipelines (Kafka, Apache Spark) is valuable for scaling requirements.

PROOF (9/10): Excellent metrics throughout resume:
• "Analytics dashboard serving 500+ daily active users"
• "Reduced data processing latency from 5 minutes to 15 seconds"
• "Architected event streaming handling 2M events/day with 99.9% uptime"
• GitHub profile shows 15+ public repositories with consistent contribution history

FIT (8/10): Strong alignment with some gaps:
✅ 5 years relevant experience
✅ Python/FastAPI backend (translatable to Node)
✅ React frontend experience
⚠️ Less AWS-specific experience (uses GCP primarily)
✅ Strong data/analytics background (bonus for role)

RECOMMENDATION: PRIORITY INTERVIEW
Excellent technical depth with proven scale experience. GCP-to-AWS transition is minimal concern. Data pipeline expertise could be valuable for planned features.

SKILL (7/10): Solid React/TypeScript expertise with 4 years experience. Built component library used across multiple products. Node.js experience present but less prominent than frontend work.

PROOF (6/10): Some metrics but room for more specificity:
• "Component library adopted by 3 product teams" (good but no user count)
• "Improved test coverage from 40% to 85%" (concrete)
• Mentions "performance improvements" without quantifying
• No public GitHub or portfolio linked

FIT (8/10): Good alignment for frontend-heavy work:
✅ React/TypeScript primary skills match
✅ Component library experience valuable
⚠️ Backend experience lighter than ideal
✅ Agile/Scrum team experience

RECOMMENDATION: FULL REVIEW
Strong frontend candidate who could grow into full-stack role. Worth deeper evaluation to assess backend capabilities.

SKILL (6/10): Generalist with breadth across stack but less depth in any area. Lists Node.js, React, Python, and Java. Resume shows diverse project experience but shorter tenure at each role (1-2 years average).

PROOF (7/10): Decent evidence of work completed:
• "Built REST APIs serving mobile and web clients"
• "Migrated legacy jQuery app to React"
• Multiple production deployments mentioned

FIT (6/10): Partial alignment:
✅ Full-stack experience across multiple languages
⚠️ Jack-of-all-trades pattern may indicate less specialization
⚠️ Shorter job tenures worth discussing
✅ Startup experience shows adaptability

RECOMMENDATION: FULL REVIEW
Could be a versatile team member but need to verify depth in required stack.

SKILL (5/10): Skills list matches requirements but descriptions lack technical depth. Mentions React, Node.js, and AWS but descriptions are high-level.

PROOF (4/10): Limited quantification:
• No metrics on scale, performance, or impact
• Project descriptions focus on what was built, not results
• No portfolio, GitHub, or external validation

RECOMMENDATION: STANDARD REVIEW
May be suitable for mid-level position if pipeline needs filling. Technical screening should focus on verifying actual hands-on experience.

SKILL (4/10): Primarily backend Java developer transitioning to full-stack. Limited JavaScript ecosystem experience — lists "basic React" and completed a bootcamp.

PROOF (3/10): Experience evidence doesn't align with role:
• 8 years experience but mostly Java enterprise systems
• React/Node projects are personal/bootcamp only
• No production JavaScript application experience

FIT (4/10): Significant gaps:
❌ No production React/Node experience
❌ JavaScript ecosystem learning curve
✅ Strong engineering fundamentals

RECOMMENDATION: STANDARD REVIEW
Better suited for backend Java positions. If JavaScript role is flexible, could consider with significant ramp-up time.