Pipeline run
40fadd10-78fa-41a3-b5a6-382d6db43083
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Frontend Developer
CASE Aslug: frontend-engineer · id: 7 · source: db
Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
We are seeking a high-agency Frontend and Mobile Lead (SDE-3) to drive UI/UX delivery across our next-gen digital products, spanning web, mobile, kiosk, and TV. This role requires a hands-on leader who can ship pixel-perfect, performant UIs at startup speed while building a scalable team and workflow for our AI-first product roadmap. Responsibilities • End-to-End Product Ownership: Lead development from requirements to production for frontend interfaces across devices and form factors. • Accelerate UI Delivery via AI: Build Figma-to-PR pipelines using tools like Copilot, v0.dev, design tokens, and automated visual testing. • Team Leadership: Recruit, mentor, and performance-manage a team of 6 engineers; run weekly skill sprints and code kata sessions. • Code Quality and Performance Standards: Enforce testing discipline, Lighthouse 90 bundle 150kB, and maintain 60fps performance on low-power devices like A53 smart TVs. • Cross-Functional Execution: Work closely with Product, DevOps, and Data Science to embed CI/CD, feature flags, and observability from day one. Requirements • Minimum 5 years of experience building production-grade React apps (at least 3 years in React) and 2+ years in cross-platform mobile development (React Native/Expo preferred; Flutter acceptable with strong React background). • Proven architectural ownership of design systems, state management (Zustand/Redux), and monorepo or micro-frontend implementations. • Hands-on expertise in performance tuning, animation threading, memory profiling, and debugging mobile/web apps at scale. • Familiarity with dev tooling: Storybook, Jest/RTL, Detox, Webpack/Vite, Docker, GitHub Actions. • Strong communication skills and previous experience in mentorship or team leadership roles. • Willingness to relocate to Kolkata HQ for the first 2 months for immersion. Good To Have • Experience in AI-assisted development (e. g., GitHub Copilot, v0.dev ). • Exposure to kiosk/PWA/TV app deployments. • Prior experience in high-growth SaaS, developer tooling companies, or design-system-focused agencies. • Familiarity with observability tools like Sentry, Rollbar, and performance monitoring in React Native. This job was posted by Aikya Chakraborty from NowPurchase.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- React (CANONICAL) primary
- React 0.13 (VERSION)
- React 0.14 (VERSION)
- React 15 (VERSION)
- React 15.x (VERSION)
- React 16 (VERSION)
- React 16.x (VERSION)
- React 17 (VERSION)
- React 17.x (VERSION)
- React 18 (VERSION)
- React 18.x (VERSION)
- React 19 (VERSION)
- React v15 (VERSION)
- React v16 (VERSION)
- React v17 (VERSION)
- React v18 (VERSION)
- React v19 (VERSION)
- ReactJS 18 (VERSION)
- react 15 (VERSION)
- react 16 (VERSION)
- react 17 (VERSION)
- react 18 (VERSION)
- react 19 (VERSION)
- react15 (VERSION)
- react16 (VERSION)
- react17 (VERSION)
- react18 (VERSION)
- react19 (VERSION)
- reactjs 18 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Frontend Framework
- Vendor
- Meta
- License
- mit
- Year introduced
- 2013
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 18
Maturity reasoning: React appears in high-volume frontend job postings across startups and enterprises and remains a default hiring-pipeline skill, with strong GitHub/npm usage and ecosystem activity.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 1072
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application Frameworks & Libraries Catalog dimension db id 451
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Frontend Frameworks and Libraries Catalog dimension db id 434
Library dimension (catalog)
Roles linked in library: Shopify Dev
-
JavaScript for WordPress Catalog dimension db id 329
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
React Component Architecture Catalog dimension db id 302
Library dimension (catalog)
Roles linked in library: React Frontend Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Component Architecture
react-component-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- React Native (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Mobile App Framework
- Vendor
- Meta
- License
- mit
- Year introduced
- 2015
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: React Native appears in many mobile engineer job descriptions and is widely used in production apps by major vendors, indicating strong hiring-pipeline demand rather than niche adoption.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 2146
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform Mobile UI Frameworks Catalog dimension db id 319
Library dimension (catalog)
Roles linked in library: React Native Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Expo (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Mobile Development Platform
- Vendor
- Expo Development Team
- License
- mit
- Year introduced
- 2015
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Expo is widely listed in React Native/mobile JDs and has strong GitHub/npm usage; it’s a common hiring-pipeline skill for cross-platform app development.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 782
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform Mobile UI Frameworks Catalog dimension db id 319
Library dimension (catalog)
Roles linked in library: React Native Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Flutter (CANONICAL) primary
- Flutter 3 (VERSION)
- Flutter 3.x (VERSION)
- Flutter3 (VERSION)
- flutter (VERSION)
- flutter 3 (VERSION)
- flutter 3.x (VERSION)
- flutter3 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Ui Framework
- Vendor
- License
- bsd
- Year introduced
- 2015
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3.x
Maturity reasoning: Flutter appears in many mobile/full-stack job postings and is a common cross-platform UI framework; Google continues active releases and ecosystem growth, indicating broad adoption rather than niche use.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 341
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Flutter UI Framework Catalog dimension db id 312
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Zustand (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- State Management Library
- Vendor
- pmndrs
- License
- mit
- Year introduced
- 2020
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Zustand appears in many modern React job postings and has strong GitHub adoption, but it is still far less universal than Redux or React Context in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- EMERGING
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 490
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Screen Navigation and State Catalog dimension db id 83
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, React Native Developer, iOS Developer
-
State Management Patterns Catalog dimension db id 116
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Flutter Developer, Frontend Developer, Ionic Developer, React Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Screen Navigation and State
screen-navigation-and-state
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
State Management Patterns
state-management-patterns
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Redux (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- State Management Library
- Vendor
- License
- mit
- Year introduced
- 2015
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Redux remains widely listed in frontend job descriptions and is still a common state-management skill in React stacks, though many teams now prefer Redux Toolkit or alternatives like Zustand for new work.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 490
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Screen Navigation and State Catalog dimension db id 83
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, React Native Developer, iOS Developer
-
State Management Patterns Catalog dimension db id 116
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Flutter Developer, Frontend Developer, Ionic Developer, React Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Screen Navigation and State
screen-navigation-and-state
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
State Management Patterns
state-management-patterns
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Storybook (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Ui Development Tool
- Vendor
- Chromatic
- License
- mit
- Year introduced
- 2016
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Storybook appears in many frontend job descriptions and is a standard UI component workshop tool across React/Vue ecosystems; its GitHub activity and ecosystem integrations remain strong.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 515
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Component Libraries and Design Systems Catalog dimension db id 118
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Component Libraries and Design Systems
component-libraries-and-design-systems
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Jest (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Testing Tool
- Vendor
- License
- mit
- Year introduced
- 2014
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Jest appears in many frontend and Node.js job descriptions and remains a standard testing framework in React ecosystems; its GitHub usage and ecosystem integrations are still strong.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 513
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Frontend Testing and E2E Automation Catalog dimension db id 122
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
Mobile Testing Frameworks Catalog dimension db id 168
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer, Native Mobile Developer, React Native Developer
-
Testing and Integration Validation Catalog dimension db id 217
Library dimension (catalog)
Roles linked in library: Fullstack Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Mobile Testing Frameworks
mobile-testing-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Testing and Integration Validation
testing-and-integration-validation
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- React Testing Library (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- Testing Library
- Vendor
- Testing Library
- License
- mit
- Year introduced
- 2018
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common in React job descriptions and testing stacks; widely adopted alongside Jest/Vitest for component testing, with strong GitHub usage and ecosystem docs.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 491
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Frontend Testing and E2E Automation Catalog dimension db id 122
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Detox (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Mobile E2E Testing Tool
- Vendor
- Wix
- License
- mit
- Year introduced
- 2015
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Detox appears in a limited slice of React Native mobile E2E testing JDs and GitHub usage, but it is not a broad hiring-pipeline staple like Playwright/Cypress.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 799
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Mobile Testing Frameworks Catalog dimension db id 168
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer, Native Mobile Developer, React Native Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Mobile Testing Frameworks
mobile-testing-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Webpack (CANONICAL) primary
- webpack 4 (VERSION)
- webpack 5 (VERSION)
- webpack v4 (VERSION)
- webpack v5 (VERSION)
- webpack4 (VERSION)
- webpack5 (VERSION)
- webpack@4 (VERSION)
- webpack@5 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Build Tool
- Vendor
- Webpack Contributors
- License
- mit
- Year introduced
- 2012
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 5
Maturity reasoning: Still widely listed in frontend JDs and used in many existing React/Vue stacks; despite Vite/esbuild growth, there’s no vendor sunset or clear replacement across the market.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 358
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Build Tooling and Bundlers Catalog dimension db id 123
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
Build and Packaging Tooling Catalog dimension db id 149
Library dimension (catalog)
Roles linked in library: DevOps Engineer, Ionic Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Build Tooling and Bundlers
build-tooling-and-bundlers
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Build and Packaging Tooling
build-and-packaging-tooling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Vite (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Build Tool
- Vendor
- Evan You
- License
- mit
- Year introduced
- 2020
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Vite appears frequently in frontend job descriptions and has strong GitHub adoption; it’s now a common default build tool for React/Vue projects rather than a niche choice.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 358
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Build Tooling and Bundlers Catalog dimension db id 123
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
Build and Packaging Tooling Catalog dimension db id 149
Library dimension (catalog)
Roles linked in library: DevOps Engineer, Ionic Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Build Tooling and Bundlers
build-tooling-and-bundlers
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Build and Packaging Tooling
build-and-packaging-tooling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Docker (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Containerization Tool
- Vendor
- Docker, Inc.
- License
- apache_2
- Year introduced
- 2013
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Docker is a hiring-pipeline staple: it appears in many DevOps, backend, and platform JDs, and remains a standard containerization tool alongside Kubernetes in production stacks.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 63
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Containerization and Image Builds Catalog dimension db id 152
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
Deployment and Cloud Platforms Catalog dimension db id 418
Library dimension (catalog)
Roles linked in library: Ruby Backend Developer
-
Deployment and Runtime Configuration Catalog dimension db id 13
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Go Backend Developer, PHP Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Containerization and Image Builds
containerization-and-image-builds
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Deployment and Cloud Platforms
deployment-and-cloud-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Deployment and Runtime Configuration
deployment-and-runtime-configuration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- GitHub Actions (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Service
- Sub-category
- Ci Cd Service
- Vendor
- GitHub
- License
- apache_2
- Year introduced
- 2018
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common CI/CD skill in job postings and GitHub’s default automation platform; widely used for build, test, and deploy workflows across repos.
Skill profile (library / DB)
- Skill nature
- CLOUD_SERVICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 11
- Sub-category id
- 178
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
CI/CD for Machine Learning Catalog dimension db id 56
Library dimension (catalog)
Roles linked in library: ML Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- CI/CD (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Ci Cd Process
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: CI/CD appears in a large share of software engineering JDs and is a standard requirement across DevOps, platform, and backend roles; major vendors like GitHub, GitLab, and AWS all center product roadmaps on CI/CD pipelines.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 900
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
CI/CD for Machine Learning Catalog dimension db id 56
Library dimension (catalog)
Roles linked in library: ML Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- feature flags (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Release Control Concept
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Feature flags are widely listed in engineering JDs and supported by major vendors like LaunchDarkly, Split, and cloud platforms, reflecting broad adoption for progressive delivery and A/B testing.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 22
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Deployment Automation and Rollouts Catalog dimension db id 151
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
Deployment and Runtime Configuration Catalog dimension db id 13
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Go Backend Developer, PHP Backend Developer
-
Feature Flags and Release Control Catalog dimension db id 218
Library dimension (catalog)
Roles linked in library: Fullstack Developer
-
Release Readiness and Browser Compatibility Catalog dimension db id 129
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Deployment Automation and Rollouts
deployment-automation-and-rollouts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Deployment and Runtime Configuration
deployment-and-runtime-configuration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Feature Flags and Release Control
feature-flags-and-release-control
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Release Readiness and Browser Compatibility
release-readiness-and-browser-compatibility
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Observability (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Observability
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Observability is broadly listed in SRE/DevOps job descriptions and supported by major vendors like Datadog, Grafana, and New Relic, indicating mainstream hiring demand.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1187
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Observability and Operations Catalog dimension db id 143
Library dimension (catalog)
Roles linked in library: Cloud Architect
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Observability and Operations
observability-and-operations
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Lighthouse (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Auditing Tool
- Vendor
- License
- apache_2
- Year introduced
- 2017
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Commonly listed in frontend/performance JDs and bundled in Chrome DevTools audits; Google maintains it as the standard web performance/accessibility auditing tool.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 3381
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Frontend Performance and Rendering Optimization Catalog dimension db id 453
Library dimension (catalog)
Roles linked in library: Svelte Frontend Developer, Vue Frontend Developer
-
Performance and Rendering Optimization Catalog dimension db id 124
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Flutter Developer, Frontend Developer, Ionic Developer, React Frontend Developer, React Native Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Frontend Performance and Rendering Optimization
frontend-performance-and-rendering-optimization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Performance and Rendering Optimization
performance-and-rendering-optimization
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Design Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- AI Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Development Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Aliases — catalog
- PWA (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Progressive Web App Concept
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: PWAs are widely listed in frontend/mobile JDs and supported by major vendors (Chrome, Edge, Safari) with standard APIs like service workers and web app manifests.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 460
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Responsive and Mobile Web Design Catalog dimension db id 125
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Responsive and Mobile Web Design
responsive-and-mobile-web-design
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Sentry (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Error Monitoring Platform
- Vendor
- Sentry, Inc.
- License
- other_open
- Year introduced
- 2012
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Sentry appears frequently in job descriptions for observability/error monitoring, and its GitHub/org activity plus broad SaaS adoption show it as a standard production tool rather than a niche choice.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 349
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Crash Reporting and Observability Catalog dimension db id 91
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, React Native Developer, iOS Developer
-
Observability and Incident Response Catalog dimension db id 10
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Crash Reporting and Observability
crash-reporting-and-observability
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Observability and Incident Response
observability-and-incident-response
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Monitoring Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- micro-frontends (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Architecture
- Sub-category
- Frontend Architecture
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Appears in growing numbers of frontend JDs and vendor docs, but is still far less common than React/Next.js monoliths; adoption is concentrated in large orgs rather than universal.
Skill profile (library / DB)
- Skill nature
- PATTERN
- Volatility
- EMERGING
- Typical lifespan
- EVERGREEN
- Category id
- 1
- Sub-category id
- 443
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Frontend Architecture and Code Organization Catalog dimension db id 128
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Frontend Architecture and Code Organization
frontend-architecture-and-code-organization
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- monorepo structure (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Architecture
- Sub-category
- Repository Organization Architecture
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Monorepo structure is widely used in JDs for large-scale frontend/backend platforms; tools like Nx, Turborepo, and Bazel have strong GitHub adoption and vendor docs, showing broad market demand.
Skill profile (library / DB)
- Skill nature
- PATTERN
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 1
- Sub-category id
- 3388
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Frontend Architecture and Code Organization Catalog dimension db id 128
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Frontend Architecture and Code Organization
frontend-architecture-and-code-organization
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| React | in_db |
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
React Component Architecture
react-component-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| React Native | in_db |
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React Native | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Expo | in_db |
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Expo | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Flutter | in_db |
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Flutter | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Zustand | in_db |
Screen Navigation and State
screen-navigation-and-state
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Zustand | in_db |
State Management Patterns
state-management-patterns
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Redux | in_db |
Screen Navigation and State
screen-navigation-and-state
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Redux | in_db |
State Management Patterns
state-management-patterns
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Storybook | in_db |
Component Libraries and Design Systems
component-libraries-and-design-systems
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Jest | in_db |
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Jest | in_db |
Mobile Testing Frameworks
mobile-testing-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Jest | in_db |
Testing and Integration Validation
testing-and-integration-validation
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React Testing Library | in_db |
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Detox | in_db |
Mobile Testing Frameworks
mobile-testing-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Webpack | in_db |
Build Tooling and Bundlers
build-tooling-and-bundlers
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Webpack | in_db |
Build and Packaging Tooling
build-and-packaging-tooling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Vite | in_db |
Build Tooling and Bundlers
build-tooling-and-bundlers
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Vite | in_db |
Build and Packaging Tooling
build-and-packaging-tooling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Docker | in_db |
Containerization and Image Builds
containerization-and-image-builds
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Docker | in_db |
Deployment and Cloud Platforms
deployment-and-cloud-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Docker | in_db |
Deployment and Runtime Configuration
deployment-and-runtime-configuration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GitHub Actions | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GitHub Actions | in_db |
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CI/CD | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CI/CD | in_db |
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Feature Flags | in_db |
Deployment Automation and Rollouts
deployment-automation-and-rollouts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Feature Flags | in_db |
Deployment and Runtime Configuration
deployment-and-runtime-configuration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Feature Flags | in_db |
Feature Flags and Release Control
feature-flags-and-release-control
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Feature Flags | in_db |
Release Readiness and Browser Compatibility
release-readiness-and-browser-compatibility
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Observability | in_db |
Observability and Operations
observability-and-operations
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Lighthouse | in_db |
Frontend Performance and Rendering Optimization
frontend-performance-and-rendering-optimization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Lighthouse | in_db |
Performance and Rendering Optimization
performance-and-rendering-optimization
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| PWA | in_db |
Responsive and Mobile Web Design
responsive-and-mobile-web-design
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Sentry | in_db |
Crash Reporting and Observability
crash-reporting-and-observability
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Sentry | in_db |
Observability and Incident Response
observability-and-incident-response
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Micro-frontends | in_db |
Frontend Architecture and Code Organization
frontend-architecture-and-code-organization
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Monorepo | new |
Frontend Architecture and Code Organization
frontend-architecture-and-code-organization
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Figma | type=Design Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | GitHub Copilot | type=AI Tools subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | v0.dev | type=Development Platforms subtype=general nature=PLATFORM lifespan=SHORT_LIVED | |
| canonical_skill_proposed | Rollbar | type=Monitoring Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Monorepo ↔ Frontend Architecture and Code Organization | |
| role_dimension_link_proposed | Frontend Developer ↔ Frontend Architecture and Code Organization |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "NowPurchase",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Development"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 5,
"raw": "Minimum 5 years of experience building production-grade React apps"
},
"job_locations": [
{
"aliases": [
"Calcutta"
],
"city": "Kolkata",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Frontend and Mobile Lead (SDE-3)",
"role_aliases": [
"Frontend Lead",
"Mobile Lead",
"SDE-3"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 End-to-End Product Ownership:",
"last_5_words": "feature flags, and observability from day one."
},
"text": "\u2022 End-to-End Product Ownership: Lead development from requirements to production for frontend interfaces across devices and form factors.\n\u2022 Accelerate UI Delivery via AI: Build Figma-to-PR pipelines using tools like Copilot, v0.dev, design tokens, and automated visual testing.\n\u2022 Team Leadership: Recruit, mentor, and performance-manage a team of 6 engineers; run weekly skill sprints and code kata sessions.\n\u2022 Code Quality and Performance Standards: Enforce testing discipline, Lighthouse 90 bundle 150kB, and maintain 60fps performance on low-power devices like A53 smart TVs.\n\u2022 Cross-Functional Execution: Work closely with Product, DevOps, and Data Science to embed CI/CD, feature flags, and observability from day one.",
"word_count": 104
},
{
"bullet_count": 6,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Minimum 5 years of experience",
"last_5_words": "for the first 2 months for immersion."
},
"text": "\u2022 Minimum 5 years of experience building production-grade React apps (at least 3 years in React) and 2+ years in cross-platform mobile development (React Native/Expo preferred; Flutter acceptable with strong React background).\n\u2022 Proven architectural ownership of design systems, state management (Zustand/Redux), and monorepo or micro-frontend implementations.\n\u2022 Hands-on expertise in performance tuning, animation threading, memory profiling, and debugging mobile/web apps at scale.\n\u2022 Familiarity with dev tooling: Storybook, Jest/RTL, Detox, Webpack/Vite, Docker, GitHub Actions.\n\u2022 Strong communication skills and previous experience in mentorship or team leadership roles.\n\u2022 Willingness to relocate to Kolkata HQ for the first 2 months for immersion.",
"word_count": 134
},
{
"bullet_count": 4,
"heading": "Good To Have",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Experience in AI-assisted development",
"last_5_words": "monitoring in React Native."
},
"text": "\u2022 Experience in AI-assisted development (e. g., GitHub Copilot, v0.dev ).\n\u2022 Exposure to kiosk/PWA/TV app deployments.\n\u2022 Prior experience in high-growth SaaS, developer tooling companies, or design-system-focused agencies.\n\u2022 Familiarity with observability tools like Sentry, Rollbar, and performance monitoring in React Native.",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "React"
},
{
"is_primary": true,
"skill_name": "React Native"
},
{
"is_primary": false,
"skill_name": "Expo"
},
{
"is_primary": false,
"skill_name": "Flutter"
},
{
"is_primary": false,
"skill_name": "Zustand"
},
{
"is_primary": false,
"skill_name": "Redux"
},
{
"is_primary": false,
"skill_name": "Storybook"
},
{
"is_primary": false,
"skill_name": "Jest"
},
{
"is_primary": false,
"skill_name": "React Testing Library"
},
{
"is_primary": false,
"skill_name": "Detox"
},
{
"is_primary": false,
"skill_name": "Webpack"
},
{
"is_primary": false,
"skill_name": "Vite"
},
{
"is_primary": false,
"skill_name": "Docker"
},
{
"is_primary": false,
"skill_name": "GitHub Actions"
},
{
"is_primary": true,
"skill_name": "CI/CD"
},
{
"is_primary": false,
"skill_name": "Feature Flags"
},
{
"is_primary": false,
"skill_name": "Observability"
},
{
"is_primary": false,
"skill_name": "Lighthouse"
},
{
"is_primary": false,
"skill_name": "Figma"
},
{
"is_primary": false,
"skill_name": "GitHub Copilot"
},
{
"is_primary": false,
"skill_name": "v0.dev"
},
{
"is_primary": false,
"skill_name": "PWA"
},
{
"is_primary": false,
"skill_name": "Sentry"
},
{
"is_primary": false,
"skill_name": "Rollbar"
},
{
"is_primary": false,
"skill_name": "Micro-frontends"
},
{
"is_primary": false,
"skill_name": "Monorepo"
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"slug": "cloud-architect",
"source": "db"
}
]
}
],
"input_skill": "Observability",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Lighthouse",
"alias_type": "CANONICAL",
"id": 1170,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 13,
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "lighthouse",
"sub_category_id": 3381,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"display_name": "Frontend Performance and Rendering Optimization",
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"slug": "frontend-performance-and-rendering-optimization",
"source": "db"
},
"input_skill": "Lighthouse",
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"roles_from_db": [
{
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"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
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}
]
},
{
"dimension": {
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"display_name": "Performance and Rendering Optimization",
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"rationale": "Techniques for improving responsiveness, startup time, memory use, and smooth UI updates in Ionic apps. Ionic developers need this to keep shared experiences fast across webviews and browser runtimes.",
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},
"input_skill": "Lighthouse",
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},
{
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},
{
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},
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},
{
"display_name": "React Native Developer",
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},
{
"display_name": "Web Developer",
"id": 25,
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"role_archetype": null,
"slug": "web-developer",
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}
]
}
],
"input_skill": "Lighthouse",
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"new_skill_meta": null,
"source_tag": "db",
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},
{
"aliases_in_db": [],
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"dimensions": [],
"input_skill": "Figma",
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"new_alias_persisted": false,
"new_alias_text": null,
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},
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},
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},
{
"aliases_in_db": [],
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"dimensions": [],
"input_skill": "GitHub Copilot",
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "AI Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "SHORT_LIVED",
"version_strategy": "VERSIONED",
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},
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"skill_id": "github-copilot",
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},
"source_tag": "llm",
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},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "v0.dev",
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Development Platforms",
"skill_nature": "PLATFORM",
"sub_category": "general",
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"version_strategy": "VERSIONED",
"volatility": "FAST"
},
"enrichment": null,
"keep_log": [],
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"merge_log": [],
"placed": null,
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"skill_id": "v0-dev",
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"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "PWA",
"alias_type": "CANONICAL",
"id": 1177,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 2,
"display_name": "PWA",
"id": 672,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "pwa",
"sub_category_id": 460,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Responsive and Mobile Web Design",
"id": 125,
"rationale": "Patterns for adapting browser interfaces across screen sizes, input modes, and mobile constraints. This is a distinct cluster because frontend engineers must ensure layouts and interactions work well on phones, tablets, and desktops.",
"slug": "responsive-and-mobile-web-design",
"source": "db"
},
"input_skill": "PWA",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
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"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
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},
{
"display_name": "Frontend Developer",
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},
{
"display_name": "React Frontend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Svelte Frontend Developer",
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"rationale": null,
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},
{
"display_name": "Vue Frontend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Web Developer",
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}
]
}
],
"input_skill": "PWA",
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"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Sentry",
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"id": 816,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 9,
"display_name": "Sentry",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"display_name": "Crash Reporting and Observability",
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},
"input_skill": "Sentry",
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{
"display_name": "Android Developer",
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},
{
"display_name": "Flutter Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "Hybrid Mobile Developer",
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"role_archetype": null,
"slug": "hybrid-mobile-developer",
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},
{
"display_name": "Ionic Developer",
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"slug": "ionic-developer",
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},
{
"display_name": "Native Mobile Developer",
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},
{
"display_name": "React Native Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "iOS Developer",
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"role_archetype": null,
"slug": "ios-engineer",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
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},
"input_skill": "Sentry",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
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"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "PHP Backend Developer",
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"role_archetype": "Engineering",
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}
]
}
],
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},
{
"aliases_in_db": [],
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"input_skill": "Rollbar",
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Monitoring Tools",
"skill_nature": "TOOL",
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},
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"warnings": []
},
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},
{
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{
"alias_text": "micro-frontends",
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"id": 1202,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "PATTERN",
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"sub_category_id": 443,
"typical_lifespan": "EVERGREEN",
"volatility": "EMERGING"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Frontend Architecture and Code Organization",
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"rationale": "Structural patterns for organizing large client applications into maintainable modules, layers, and feature boundaries. Senior frontend engineers often own these decisions to keep UI code scalable over time.",
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},
"input_skill": "Micro-frontends",
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{
"display_name": "Angular Frontend Developer",
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"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
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},
{
"display_name": "Frontend Developer",
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},
{
"display_name": "React Frontend Developer",
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},
{
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},
{
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},
{
"display_name": "Web Developer",
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}
]
}
],
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"new_skill_meta": null,
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"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "monorepo structure",
"alias_type": "CANONICAL",
"id": 6228,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"skill_nature": "PATTERN",
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"sub_category_id": 3388,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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{
"dimension": {
"difficulty_hint": "well_known",
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},
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{
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},
{
"display_name": "Frontend Developer",
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},
{
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},
{
"display_name": "Svelte Frontend Developer",
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},
{
"display_name": "Vue Frontend Developer",
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},
{
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}
]
}
],
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}
],
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"Figma",
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"v0.dev",
"Rollbar"
]
}
API 3 — final-role-output
{
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"rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
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"slug": "frontend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "React",
"tag": "in_db"
},
{
"skill": "React Native",
"tag": "in_db"
},
{
"skill": "Expo",
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},
{
"skill": "Flutter",
"tag": "in_db"
},
{
"skill": "Zustand",
"tag": "in_db"
},
{
"skill": "Redux",
"tag": "in_db"
},
{
"skill": "Storybook",
"tag": "in_db"
},
{
"skill": "Jest",
"tag": "in_db"
},
{
"skill": "React Testing Library",
"tag": "in_db"
},
{
"skill": "Detox",
"tag": "in_db"
},
{
"skill": "Webpack",
"tag": "in_db"
},
{
"skill": "Vite",
"tag": "in_db"
},
{
"skill": "Docker",
"tag": "in_db"
},
{
"skill": "GitHub Actions",
"tag": "in_db"
},
{
"skill": "CI/CD",
"tag": "in_db"
},
{
"skill": "Feature Flags",
"tag": "in_db"
},
{
"skill": "Observability",
"tag": "in_db"
},
{
"skill": "Lighthouse",
"tag": "in_db"
},
{
"skill": "Figma",
"tag": "new"
},
{
"skill": "GitHub Copilot",
"tag": "new"
},
{
"skill": "v0.dev",
"tag": "new"
},
{
"skill": "PWA",
"tag": "in_db"
},
{
"skill": "Sentry",
"tag": "in_db"
},
{
"skill": "Rollbar",
"tag": "new"
},
{
"skill": "Micro-frontends",
"tag": "in_db"
},
{
"skill": "Monorepo",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 7,
"dimension": {
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"source": "db"
},
"dimension_id": 451,
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
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"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
"skill_id": 610,
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},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
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"rationale": "Utilizing modern JavaScript frameworks and Shopify libraries to build dynamic and interactive storefronts.",
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},
"dimension_id": 434,
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Shopify Dev",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
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}
],
"skill_dimension_saved": true,
"skill_id": 610,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
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"rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
"slug": "javascript-for-wordpress",
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"rationale": "Practices for verifying frontend changes across browsers, environments, and release stages. This cluster is coherent because frontend engineers often own the last-mile quality checks before shipping UI changes.",
"slug": "release-readiness-and-browser-compatibility",
"source": "db"
},
"dimension_id": 129,
"input_skill": "Feature Flags",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
"source": "db"
},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "Vue Frontend Developer",
"id": 91,
"rationale": null,
"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 64,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Observability and Operations",
"id": 143,
"rationale": "Monitoring, logging, tracing, and operational readiness patterns used to keep cloud platforms supportable. Cloud Architects use this to define what telemetry and operational controls workloads must expose.",
"slug": "observability-and-operations",
"source": "db"
},
"dimension_id": 143,
"input_skill": "Observability",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1581,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Frontend Performance and Rendering Optimization",
"id": 453,
"rationale": "Techniques for improving responsiveness, load time, and runtime efficiency in browser applications. This includes reducing client-side work, optimizing rendering and hydration, analyzing bundles and render profiles, and using practices such as code splitting, lazy loading, memoization, virtualization, Lighthouse, and Core Web Vitals to keep UI interactions fast and efficient.",
"slug": "frontend-performance-and-rendering-optimization",
"source": "db"
},
"dimension_id": 453,
"input_skill": "Lighthouse",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Svelte Frontend Developer",
"id": 92,
"rationale": null,
"role_archetype": "Engineering",
"slug": "svelte-frontend-developer",
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},
{
"display_name": "Vue Frontend Developer",
"id": 91,
"rationale": null,
"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 665,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
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"display_name": "Performance and Rendering Optimization",
"id": 124,
"rationale": "Techniques for improving responsiveness, startup time, memory use, and smooth UI updates in Ionic apps. Ionic developers need this to keep shared experiences fast across webviews and browser runtimes.",
"slug": "performance-and-rendering-optimization",
"source": "db"
},
"dimension_id": 124,
"input_skill": "Lighthouse",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
"source": "db"
},
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
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"skill_id": 665,
"skill_tag": "in_db",
"skipped_reason": null
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{
"chosen_role_id": 7,
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"display_name": "Responsive and Mobile Web Design",
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"rationale": "Patterns for adapting browser interfaces across screen sizes, input modes, and mobile constraints. This is a distinct cluster because frontend engineers must ensure layouts and interactions work well on phones, tablets, and desktops.",
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"source": "db"
},
"dimension_id": 125,
"input_skill": "PWA",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
"source": "db"
},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "Svelte Frontend Developer",
"id": 92,
"rationale": null,
"role_archetype": "Engineering",
"slug": "svelte-frontend-developer",
"source": "db"
},
{
"display_name": "Vue Frontend Developer",
"id": 91,
"rationale": null,
"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
},
{
"display_name": "Web Developer",
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"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 672,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
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"display_name": "Crash Reporting and Observability",
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"slug": "crash-reporting-and-observability",
"source": "db"
},
"dimension_id": 91,
"input_skill": "Sentry",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Android Developer",
"id": 4,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
},
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": null,
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
},
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
},
{
"display_name": "iOS Developer",
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"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 490,
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"skipped_reason": null
},
{
"chosen_role_id": 7,
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"display_name": "Observability and Incident Response",
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"slug": "observability-and-incident-response",
"source": "db"
},
"dimension_id": 10,
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"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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"roles_from_db": [
{
"display_name": ".NET Backend Developer",
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"source": "db"
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{
"display_name": "Backend Developer",
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"source": "db"
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{
"display_name": "Node.js Backend Developer",
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"rationale": null,
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"source": "db"
},
{
"display_name": "PHP Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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"source": "db"
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],
"skill_dimension_saved": true,
"skill_id": 490,
"skill_tag": "in_db",
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},
{
"chosen_role_id": 7,
"dimension": {
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"source": "db"
},
"dimension_id": 128,
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"matched_chosen_role": true,
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"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
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},
{
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{
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{
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],
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{
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},
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{
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{
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"display_name": "Svelte Frontend Developer",
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{
"display_name": "Web Developer",
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],
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],
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}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.