Pipeline run
c7b53e85-eee3-46d7-90d3-15f6c5460612
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Frontend Developer
→Angular Frontend Developer
sub-role · 0.99 domain · Software Engineering CASE DOMAINslug: frontend-engineer · id: 7 · source: db · sub-role slug: angular-frontend-developer
Domain=Software Engineering → sub-role angular-frontend-developer; The JD is centered on Angular-based client-side web development, UI implementation, responsive web apps, and frontend performance, which best matches Frontend Developer.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Skills: Looking for an avid Frontend Developer with hands on experience at Angular 2+ versions. Write tested, idiomatic, and documented JavaScript, HTML and CSS. Hands on at REST API design Experience in development of responsive web development Translate UI/UX design wireframes to code. Build interactive data visualization and data interfaces using web technologies Optimize application for maximum speed and scalability Work with backend developer to integrate system REST API Experience with Progressive Web Application is plus Requirements: Bachelor’s degree in engineering (CS, IT, EC, EE), MCA, M.Sc. (CS) 3 to 5 years as a front-end developer Experience using Agile methodology Exceptionally strong communication skills, verbal and written. Includes the ability to effectively communicate complex information to audiences with varying technical and system backgrounds Experience in develop web-based and mobile-based applications Following skill will be a plus: Familiarity with build tools (web pack, gulp, grunt, etc.) Familiarity with HTTP and design patterns applicable to REST web applications Soft Skills: Strong communication, collaboration and interpersonal skills Ability to deliver within deadlines Should be an individual contributor Should be proactive and innovative by attitude
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
- Angular (CANONICAL) primary
- Angular 1 (VERSION)
- Angular 1.x (VERSION)
- Angular 10 (VERSION)
- Angular 11 (VERSION)
- Angular 12 (VERSION)
- Angular 13 (VERSION)
- Angular 14 (VERSION)
- Angular 15 (VERSION)
- Angular 16 (VERSION)
- Angular 17 (VERSION)
- Angular 2 (VERSION)
- Angular 2+ (VERSION)
- Angular 4 (VERSION)
- Angular 5 (VERSION)
- Angular 6 (VERSION)
- Angular 7 (VERSION)
- Angular 8 (VERSION)
- Angular 9 (VERSION)
- AngularJS (VERSION)
- angular 1 (VERSION)
- angular 1.x (VERSION)
- angular 10 (VERSION)
- angular 11 (VERSION)
- angular 12 (VERSION)
- angular 13 (VERSION)
- angular 14 (VERSION)
- angular 15 (VERSION)
- angular 16 (VERSION)
- angular 17 (VERSION)
- angular 18 (VERSION)
- angular 19 (VERSION)
- angular 2 (VERSION)
- angular 2+ (VERSION)
- angular 2.x (VERSION)
- angular 3 (VERSION)
- angular 4 (VERSION)
- angular 5 (VERSION)
- angular 6 (VERSION)
- angular 7 (VERSION)
- angular 8 (VERSION)
- angular 9 (VERSION)
- angular17 (VERSION)
- angular2 (VERSION)
- angularjs (VERSION)
- angularjs 1.x (VERSION)
- ng (VERSION)
- ng1 (VERSION)
- ng2 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Frontend Framework
- Vendor
- License
- mit
- Year introduced
- 2010
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 2+
Maturity reasoning: Angular remains widely listed in frontend job descriptions and enterprise stacks; Google continues maintaining Angular, and it is a common hiring-pipeline skill alongside React/Vue rather than a sunset technology.
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)
-
Angular Component Model and Templates Catalog dimension db id 303
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
-
Application Frameworks & Libraries Catalog dimension db id 451
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | 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
- JavaScript (CANONICAL) primary
- ES2015 (VERSION)
- ES2016 (VERSION)
- ES2017 (VERSION)
- ES2018 (VERSION)
- ES2019 (VERSION)
- ES2020 (VERSION)
- ES2021 (VERSION)
- ES2022 (VERSION)
- ES2023 (VERSION)
- ES2024 (VERSION)
- ES5 (VERSION)
- ES6 (VERSION)
- JavaScript ES2015 (VERSION)
- JavaScript ES2020 (VERSION)
- JavaScript ES6 (VERSION)
- modern JavaScript (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Mozilla
- License
- mpl
- Year introduced
- 1995
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: JavaScript appears in a very high volume of job postings across frontend, backend, and full-stack roles, and remains a core language in major ecosystems like Node.js and React.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
JavaScript and TypeScript Catalog dimension db id 114
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Ionic Developer, Node.js Backend Developer, React Frontend Developer, React Native Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
JavaScript for WordPress Catalog dimension db id 329
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Storefront JavaScript and DOM Behavior Catalog dimension db id 422
Library dimension (catalog)
Roles linked in library: Shopify Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
JavaScript and TypeScript
javascript-and-typescript
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- HTML (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Markup Language
- Vendor
- W3C
- License
- unknown
- Year introduced
- 1993
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: HTML appears in the vast majority of web/front-end job descriptions and remains a core browser standard; it is not sunset or replaced by a newer markup language.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 1467
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- CSS (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Stylesheet Language
- Vendor
- W3C
- License
- unknown
- Year introduced
- 1996
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: CSS is a core front-end skill in most web JDs and remains standard in MDN/browser docs; it’s broadly used alongside HTML/JS rather than being replaced by a successor.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 486
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CSS Architecture and Styling Catalog dimension db id 117
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
-
Sitecore Development Languages Catalog dimension db id 438
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Storefront Styling and Responsive Layout Catalog dimension db id 423
Library dimension (catalog)
Roles linked in library: Shopify Dev
-
Styling and Responsive Layout Catalog dimension db id 307
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CSS Architecture and Styling
css-architecture-and-styling
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Styling and Responsive Layout
styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- REST (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Api Architecture Style
- Year introduced
- 2000
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2122
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Design and Contracts Catalog dimension db id 3
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer
-
API Interface and Contract Design Catalog dimension db id 289
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
-
Integration Protocols & Standards Catalog dimension db id 271
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Standards & Protocols Compliance Catalog dimension db id 452
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Standards & Protocols Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Responsive Web Development (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Responsive Web Development
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common requirement in front-end job descriptions and standard in modern web stacks; mobile-first/responsive design is a baseline expectation across CSS frameworks and design systems.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1253
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CSS Architecture and Styling Catalog dimension db id 117
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CSS Architecture and Styling
css-architecture-and-styling
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
React Frontend Development
d_init_01
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Aliases — catalog
- UI/UX (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Domain
- Sub-category
- Ui Ux Design
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: UI/UX appears in a large share of product/design job descriptions across industries and is a standard hiring requirement, with strong demand on major job boards and design-tool ecosystems.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 37
- Sub-category id
- 1255
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | 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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- 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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- 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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 367
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | 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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Development Tools
- Sub-category
- Build Tools
- 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
- Development Tools
- Sub-category
- Build Tools
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- HTTP (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Application Protocol
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: HTTP is a foundational web protocol present in nearly all backend/frontend JDs and cloud docs; it underpins REST APIs and browser traffic, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 710
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Networking and API Integration Catalog dimension db id 84
Library dimension (catalog)
Roles linked in library: Android Developer, Hybrid Mobile Developer, Native Mobile Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Networking and API Integration
networking-and-api-integration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- design patterns (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Software Design Patterns
- Confidence
- 0.94
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Design patterns are a standard interview/JD topic across backend and frontend roles; job postings commonly mention them alongside OOP and system design, and they remain core in books, courses, and code reviews.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1247
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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 |
|---|---|---|---|---|---|---|
| Angular | in_db |
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Angular | in_db |
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Angular | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| JavaScript | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
JavaScript and TypeScript
javascript-and-typescript
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| JavaScript | in_db |
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| JavaScript | in_db |
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| HTML | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
CSS Architecture and Styling
css-architecture-and-styling
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| CSS | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Sitecore Development Languages
sitecore-development-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS | in_db |
Styling and Responsive Layout
styling-and-responsive-layout
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Design and Contracts
api-design-and-contracts
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
API Interface and Contract Design
api-interface-and-contract-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Integration Protocols & Standards
integration-protocols-standards
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| REST | in_db |
Standards & Protocols Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Responsive Web Design | new |
CSS Architecture and Styling
css-architecture-and-styling
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Responsive Web Design | new |
React Frontend Development
d_init_01
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| UI/UX | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | 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) | |
| HTTP | in_db |
Networking and API Integration
networking-and-api-integration
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Design Patterns | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Data Visualization | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Web Technologies | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Progressive Web App | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Gulp | type=Development Tools subtype=Build Tools nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Grunt | type=Development Tools subtype=Build Tools nature=TOOL lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Responsive Web Design ↔ CSS Architecture and Styling | |
| role_dimension_link_proposed | Frontend Developer ↔ CSS Architecture and Styling | |
| dimension_skill_link_proposed | Responsive Web Design ↔ React Frontend Development |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Technology / Electronics \u0026 Communication / Electrical Engineering (or equivalent)",
"raw": "Bachelor\u2019s degree in engineering (CS, IT, EC, EE), MCA, M.Sc. (CS)",
"requirement": "required"
}
],
"experience": {
"max": 5,
"min": 3,
"raw": "3 to 5 years as a front-end developer"
},
"job_locations": [],
"role": "Frontend Developer",
"role_aliases": [
"Front End Developer",
"Frontend Engineer",
"UI Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Looking for an avid Frontend",
"last_5_words": "is plus."
},
"text": "Looking for an avid Frontend Developer with hands on experience at Angular 2+ versions. Write tested, idiomatic, and documented JavaScript, HTML and CSS. Hands on at REST API design Experience in development of responsive web development Translate UI/UX design wireframes to code. Build interactive data visualization and data interfaces using web technologies Optimize application for maximum speed and scalability Work with backend developer to integrate system REST API Experience with Progressive Web Application is plus.",
"word_count": 83
},
{
"bullet_count": 0,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "3 to 5 years as a",
"last_5_words": "mobile-based applications."
},
"text": "3 to 5 years as a front-end developer Experience using Agile methodology Exceptionally strong communication skills, verbal and written. Includes the ability to effectively communicate complex information to audiences with varying technical and system backgrounds Experience in develop web-based and mobile-based applications.",
"word_count": 49
},
{
"bullet_count": 0,
"heading": "Following skill will be a plus",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Familiarity with build tools",
"last_5_words": "to REST web applications."
},
"text": "Familiarity with build tools (web pack, gulp, grunt, etc.) Familiarity with HTTP and design patterns applicable to REST web applications.",
"word_count": 24
},
{
"bullet_count": 0,
"heading": "Soft Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong communication, collaboration and",
"last_5_words": "by attitude."
},
"text": "Strong communication, collaboration and interpersonal skills Ability to deliver within deadlines Should be an individual contributor Should be proactive and innovative by attitude.",
"word_count": 30
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Angular"
},
{
"is_primary": true,
"skill_name": "JavaScript"
},
{
"is_primary": true,
"skill_name": "HTML"
},
{
"is_primary": true,
"skill_name": "CSS"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "Responsive Web Design"
},
{
"is_primary": true,
"skill_name": "UI/UX"
},
{
"is_primary": true,
"skill_name": "Data Visualization"
},
{
"is_primary": true,
"skill_name": "Web Technologies"
},
{
"is_primary": false,
"skill_name": "Progressive Web App"
},
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": false,
"skill_name": "Webpack"
},
{
"is_primary": false,
"skill_name": "Gulp"
},
{
"is_primary": false,
"skill_name": "Grunt"
},
{
"is_primary": true,
"skill_name": "HTTP"
},
{
"is_primary": false,
"skill_name": "Design Patterns"
}
],
"jd_role": {
"display_name": "Frontend Developer",
"rationale": null,
"role_aliases": [
"Front End Developer",
"Frontend Engineer",
"UI Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Technology / Electronics \u0026 Communication / Electrical Engineering (or equivalent)",
"raw": "Bachelor\u2019s degree in engineering (CS, IT, EC, EE), MCA, M.Sc. (CS)",
"requirement": "required"
}
],
"experience": {
"max": 5,
"min": 3,
"raw": "3 to 5 years as a front-end developer"
},
"job_locations": [],
"role": "Frontend Developer",
"role_aliases": [
"Front End Developer",
"Frontend Engineer",
"UI Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Looking for an avid Frontend",
"last_5_words": "is plus."
},
"text": "Looking for an avid Frontend Developer with hands on experience at Angular 2+ versions. Write tested, idiomatic, and documented JavaScript, HTML and CSS. Hands on at REST API design Experience in development of responsive web development Translate UI/UX design wireframes to code. Build interactive data visualization and data interfaces using web technologies Optimize application for maximum speed and scalability Work with backend developer to integrate system REST API Experience with Progressive Web Application is plus.",
"word_count": 83
},
{
"bullet_count": 0,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "3 to 5 years as a",
"last_5_words": "mobile-based applications."
},
"text": "3 to 5 years as a front-end developer Experience using Agile methodology Exceptionally strong communication skills, verbal and written. Includes the ability to effectively communicate complex information to audiences with varying technical and system backgrounds Experience in develop web-based and mobile-based applications.",
"word_count": 49
},
{
"bullet_count": 0,
"heading": "Following skill will be a plus",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Familiarity with build tools",
"last_5_words": "to REST web applications."
},
"text": "Familiarity with build tools (web pack, gulp, grunt, etc.) Familiarity with HTTP and design patterns applicable to REST web applications.",
"word_count": 24
},
{
"bullet_count": 0,
"heading": "Soft Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Strong communication, collaboration and",
"last_5_words": "by attitude."
},
"text": "Strong communication, collaboration and interpersonal skills Ability to deliver within deadlines Should be an individual contributor Should be proactive and innovative by attitude.",
"word_count": 30
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "c7b53e85-eee3-46d7-90d3-15f6c5460612",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Build interactive data visualization and data interfaces using web technologies Optimize application for maximum speed and scalability Work with backend developer to integrate system REST API Experience with Progressive Web Application is plus.",
"similarity": 0.5919
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Hands on at REST API design Experience in development of responsive web development Translate UI/UX design wireframes to code.",
"similarity": 0.577
},
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Write tested, idiomatic, and documented JavaScript, HTML and CSS.",
"similarity": 0.5355
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5682,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Hands on at REST API design Experience in development of responsive web development Translate UI/UX design wireframes to code.",
"similarity": 0.5937
},
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Build interactive data visualization and data interfaces using web technologies Optimize application for maximum speed and scalability Work with backend developer to integrate system REST API Experience with Progressive Web Application is plus.",
"similarity": 0.5717
},
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Looking for an avid Frontend Developer with hands on experience at Angular 2+ versions.",
"similarity": 0.4439
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5364,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "UI responsiveness and performance",
"sentence": "Hands on at REST API design Experience in development of responsive web development Translate UI/UX design wireframes to code.",
"similarity": 0.5431
},
{
"kra_text": "Angular component development",
"sentence": "Looking for an avid Frontend Developer with hands on experience at Angular 2+ versions.",
"similarity": 0.5052
},
{
"kra_text": "UI responsiveness and performance",
"sentence": "Build interactive data visualization and data interfaces using web technologies Optimize application for maximum speed and scalability Work with backend developer to integrate system REST API Experience with Progressive Web Application is plus.",
"similarity": 0.4822
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5102,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "React Frontend Developer",
"kra_matches": [
{
"kra_text": "connect UI to backend data and actions",
"sentence": "Build interactive data visualization and data interfaces using web technologies Optimize application for maximum speed and scalability Work with backend developer to integrate system REST API Experience with Progressive Web Application is plus.",
"similarity": 0.4913
},
{
"kra_text": "Implement user-facing screens and interactions",
"sentence": "Hands on at REST API design Experience in development of responsive web development Translate UI/UX design wireframes to code.",
"similarity": 0.4814
},
{
"kra_text": "support responsive layouts and browser compatibility",
"sentence": "Write tested, idiomatic, and documented JavaScript, HTML and CSS.",
"similarity": 0.4409
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 89,
"score": 0.4712,
"slug": "react-frontend-developer",
"total_count": null
},
{
"display_name": "Vue Frontend Developer",
"kra_matches": [
{
"kra_text": "improve usability and responsiveness",
"sentence": "Hands on at REST API design Experience in development of responsive web development Translate UI/UX design wireframes to code.",
"similarity": 0.4852
},
{
"kra_text": "validate cross-browser behavior",
"sentence": "Write tested, idiomatic, and documented JavaScript, HTML and CSS.",
"similarity": 0.4561
},
{
"kra_text": "Implement browser-based user interfaces",
"sentence": "Build interactive data visualization and data interfaces using web technologies Optimize application for maximum speed and scalability Work with backend developer to integrate system REST API Experience with Progressive Web Application is plus.",
"similarity": 0.4482
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 91,
"score": 0.4632,
"slug": "vue-frontend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"Angular",
"CSS",
"HTML",
"JavaScript",
"REST"
],
"role_id": 233,
"score": 0.4545,
"slug": "sitecore-dev",
"total_count": 11
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Angular",
"CSS",
"JavaScript",
"REST"
],
"role_id": 15,
"score": 0.3636,
"slug": "full-stack-engineer",
"total_count": 11
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"Angular",
"CSS",
"JavaScript"
],
"role_id": 7,
"score": 0.2727,
"slug": "frontend-engineer",
"total_count": 11
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"Angular",
"HTTP",
"JavaScript"
],
"role_id": 11,
"score": 0.2727,
"slug": "hybrid-mobile-developer",
"total_count": 11
},
{
"display_name": "Pega Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"HTML",
"JavaScript",
"REST"
],
"role_id": 24,
"score": 0.2727,
"slug": "pega-developer",
"total_count": 11
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.99,
"slug": "frontend-engineer",
"total_count": null
},
"confidence": 0.99,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Frontend Web Application Development",
"Responsive UI Implementation",
"API Integration",
"Web Performance Optimization",
"Data Visualization Interfaces",
"Agile Delivery",
"Cross-functional Communication"
],
"matched_kras": [
"Write tested, idiomatic, and documented JavaScript, HTML and CSS",
"Translate UI/UX design wireframes to code",
"Build interactive data visualization and data interfaces",
"Optimize application for maximum speed and scalability",
"Work with backend developer to integrate system REST API",
"Develop web-based and mobile-based applications"
],
"matched_skills": [
"Angular 2+",
"JavaScript",
"HTML",
"CSS",
"REST API",
"responsive web development",
"UI/UX design wireframes",
"data visualization",
"Progressive Web Application",
"Agile methodology",
"web pack",
"gulp",
"grunt",
"HTTP"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role angular-frontend-developer; The JD is centered on Angular-based client-side web development, UI implementation, responsive web apps, and frontend performance, which best matches Frontend Developer.",
"sub_role": {
"confidence": 0.99,
"display_name": "Angular Frontend Developer",
"reasoning": "The JD explicitly calls out hands-on experience with Angular 2+ versions, which is the strongest framework signal among the candidates.",
"role_id": 90,
"slug": "angular-frontend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 170,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 9439,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Responsive Web Design",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9440,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Data Visualization",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9441,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Web Technologies",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 9442,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Progressive Web App",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 9443,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Gulp",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 9444,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Grunt",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1067,
"existing_alias_text": "Angular",
"input_term": "Angular",
"matched_canonical": {
"category_id": 5,
"display_name": "Angular",
"id": 612,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "angular",
"sub_category_id": 1072,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1028,
"existing_alias_text": "JavaScript",
"input_term": "JavaScript",
"matched_canonical": {
"category_id": 6,
"display_name": "JavaScript",
"id": 607,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "javascript",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2627,
"existing_alias_text": "HTML",
"input_term": "HTML",
"matched_canonical": {
"category_id": 6,
"display_name": "HTML",
"id": 1657,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "html",
"sub_category_id": 1467,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1107,
"existing_alias_text": "CSS",
"input_term": "CSS",
"matched_canonical": {
"category_id": 6,
"display_name": "CSS",
"id": 623,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "css",
"sub_category_id": 486,
"typical_lifespan": "EVERGREEN",
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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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},
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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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},
{
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}
]
}
],
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},
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],
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}
],
"unmatched_skills": [
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}
API 3 — final-role-output
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"id": 7,
"rationale": "Domain=Software Engineering \u2192 sub-role angular-frontend-developer; The JD is centered on Angular-based client-side web development, UI implementation, responsive web apps, and frontend performance, which best matches Frontend Developer.",
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Angular",
"tag": "in_db"
},
{
"skill": "JavaScript",
"tag": "in_db"
},
{
"skill": "HTML",
"tag": "in_db"
},
{
"skill": "CSS",
"tag": "in_db"
},
{
"skill": "REST",
"tag": "in_db"
},
{
"skill": "Responsive Web Design",
"tag": "in_db"
},
{
"skill": "UI/UX",
"tag": "in_db"
},
{
"skill": "Data Visualization",
"tag": "new"
},
{
"skill": "Web Technologies",
"tag": "new"
},
{
"skill": "Progressive Web App",
"tag": "new"
},
{
"skill": "Agile",
"tag": "in_db"
},
{
"skill": "Webpack",
"tag": "in_db"
},
{
"skill": "Gulp",
"tag": "new"
},
{
"skill": "Grunt",
"tag": "new"
},
{
"skill": "HTTP",
"tag": "in_db"
},
{
"skill": "Design Patterns",
"tag": "in_db"
}
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{
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{
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],
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{
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"display_name": "API Interface and Contract Design",
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},
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"roles_from_db": [
{
"display_name": ".NET Backend Developer",
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{
"display_name": "Go Backend Developer",
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{
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{
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{
"display_name": "PHP Backend Developer",
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{
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{
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"rationale": null,
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{
"display_name": "Scala Backend Developer",
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],
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{
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},
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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": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
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}
],
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"skipped_reason": null
},
{
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"dimension": {
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"id": 452,
"rationale": "Encompasses key web and data standards, protocols, and compliance requirements relevant to Sitecore implementations.",
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"source": "db"
},
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"role_dimension_saved": false,
"roles_from_db": [
{
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],
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{
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"matched_chosen_role": true,
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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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"source": "db"
},
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{
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"source": "db"
},
"dimension_id": 96,
"input_skill": "UI/UX",
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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},
{
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},
"dimension_id": 96,
"input_skill": "Agile",
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
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},
{
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"display_name": "Build Tooling and Bundlers",
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},
"dimension_id": 123,
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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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},
{
"display_name": "Frontend Developer",
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"slug": "frontend-engineer",
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},
{
"display_name": "React Frontend Developer",
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{
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{
"display_name": "Vue Frontend Developer",
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"rationale": null,
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},
{
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}
],
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},
{
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"rationale": "Tooling used to compile, package, and prepare Ionic apps for development and release. This cluster is coherent because Ionic developers often manage web assets, native wrappers, and environment-specific build outputs.",
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},
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"matched_chosen_role": false,
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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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},
{
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],
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},
{
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},
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"role_dimension_saved": false,
"roles_from_db": [],
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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.