Pipeline run
75742746-00c6-4aad-84dc-a81ee71c2e1d
Pipeline LLM cost (USD)
API 1: $0.0115
API 2: $0.0003
API 3: $0.0000
Total: $0.0119
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded
sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· Responsive UI component development
Turn Figma/XD designs into responsive HTML/CSS/JS interfaces, build reusable UI components, integrate REST APIs, and polish cross-browser/mobile performance with accessibility and usability feedback in mind.
"“Translate Figma or Adobe XD designs into responsive HTML/CSS/JavaScript code.”"
Tech stack maturity
Mainstream Modern
The skill set centers on widely adopted contemporary frontend technologies like JavaScript, HTML5/CSS3, responsive design, REST, and modern UI frameworks such as Bootstrap, Tailwind CSS, and Material-UI.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (17)
Figma
Adobe XD
HTML5
CSS3
JavaScript
Bootstrap
Tailwind CSS
Material UI
Git
REST
Responsive Design
Accessibility
Sketch
Prototyping
Wireframing
User Research
User Flows
Skill cluster (6 dimension groups, role-scoped)
Component Libraries and Design Systems
Bootstrap
Material UI
CSS Architecture and Styling
Tailwind CSS
Integration Protocols & Standards
REST
JavaScript and TypeScript
JavaScript
Responsive and Mobile Web Design
Responsive Design
Cross-cutting / unaligned
Figma
Adobe XD
HTML5
CSS3
Git
Accessibility
Sketch
Prototyping
Wireframing
User Research
User Flows
Show KRA description ↓
• Collaborate with UI/UX Designers to translate Figma or Adobe XD designs into responsive HTML/CSS/JavaScript code.
• Implement front-end interfaces using modern web technologies like HTML5, CSS3, JavaScript, and frameworks like Bootstrap, Tailwind, or similar.
• Develop reusable components and maintain consistency across web and mobile applications.
• Optimize applications for maximum speed and scalability.
• Work closely with backend developers to integrate APIs and ensure seamless data flow.
• Conduct user research, usability testing, and iterate designs based on feedback.
• Ensure cross-browser and cross-device compatibility and performance.
• Stay updated with the latest UI/UX trends, techniques, and technologies.
• Proven experience as a UI/UX Developer or similar role.
• Strong proficiency in HTML5, CSS3, JavaScript, and responsive design principles.
• Experience with front-end frameworks like Bootstrap, Tailwind CSS, or Material UI.
• Good understanding of cross-browser compatibility issues and ways to work around them.
• Hands-on experience integrating RESTful APIs and working with Git.
• Experience working with tools like Figma, Adobe XD, or Sketch.
• Strong problem-solving skills and attention to detail.
• Ability to work independently and in a team environment.
• Familiarity with mobile-first and accessibility-first development principles.
Figma, Sketch App, Prototyping, Wireframing, User Research, User Flows, Visual design
Signals
Skill
full-stack-engineer
0.42
Alias
frontend-engineer
1.00
KRA
frontend-engineer
0.69
Post-classification
Centroidupdated · n=423
Alias collision log—
New-role queue—
New skills captured8
New KRA captured—
Captured for admin review
Figma
primary
↔
Frontend Developer
pending
Adobe XD
primary
↔
Frontend Developer
pending
Accessibility
primary
↔
Frontend Developer
pending
Sketch
↔
Frontend Developer
pending
Prototyping
↔
Frontend Developer
pending
Wireframing
↔
Frontend Developer
pending
User Research
↔
Frontend Developer
pending
User Flows
↔
Frontend Developer
pending
Status:
completed
Created: 2026-05-27T16:11:12.287008Z
Updated: 2026-05-27T16:13:04.426509Z
API 3 duration: 44890 ms
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
Frontend Developer
domain · Software Engineering CASE DOMAINslug: frontend-engineer · id: 7 · source: db
Domain=Software Engineering; The JD is centered on building responsive UI in HTML/CSS/JavaScript, using front-end frameworks, integrating APIs, and ensuring cross-browser compatibility, which best matches a Frontend Developer.
Matched skills
FigmaAdobe XDHTML5CSS3JavaScriptBootstrapTailwind CSSMaterial UIRESTful APIsGitSketchPrototypingWireframingUser ResearchVisual design
Matched dimensions
Responsive Front-End DevelopmentUI Implementation from Design MockupsReusable Component DevelopmentAPI IntegrationCross-Browser and Cross-Device CompatibilityPerformance OptimizationUser Research and Usability TestingMobile-First and Accessibility-First Development
Matched KRAs
translate Figma or Adobe XD designs into responsive HTML/CSS/JavaScript codeimplement front-end interfaces using modern web technologiesdevelop reusable components and maintain consistencyoptimize applications for maximum speed and scalabilityintegrate APIs and ensure seamless data flowconduct user research, usability testing, and iterate designsensure cross-browser and cross-device compatibility and performance
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped
Job description
We are looking for a talented and detail-oriented UI/UX Developer to join our growing team. The ideal candidate will be responsible for translating design ideas into intuitive, engaging user interfaces and seamless user experiences across web and mobile platforms. You’ll work closely with our designers, developers, and project managers to bridge the gap between design and technical implementation Job Responsibilities:- • Collaborate with UI/UX Designers to translate Figma or Adobe XD designs into responsive HTML/CSS/JavaScript code. • Implement front-end interfaces using modern web technologies like HTML5, CSS3, JavaScript, and frameworks like Bootstrap, Tailwind, or similar. • Develop reusable components and maintain consistency across web and mobile applications. • Optimize applications for maximum speed and scalability. • Work closely with backend developers to integrate APIs and ensure seamless data flow. • Conduct user research, usability testing, and iterate designs based on feedback. • Ensure cross-browser and cross-device compatibility and performance. • Stay updated with the latest UI/UX trends, techniques, and technologies. Job Requirement:- • Proven experience as a UI/UX Developer or similar role. • Strong proficiency in HTML5, CSS3, JavaScript, and responsive design principles. • Experience with front-end frameworks like Bootstrap, Tailwind CSS, or Material UI. • Good understanding of cross-browser compatibility issues and ways to work around them. • Hands-on experience integrating RESTful APIs and working with Git. • Experience working with tools like Figma, Adobe XD, or Sketch. • Strong problem-solving skills and attention to detail. • Ability to work independently and in a team environment. • Familiarity with mobile-first and accessibility-first development principles. Skills Figma, Sketch App, Prototyping, Wireframing, User Research, User Flows, Visual design Job Type : Full Time
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Figma
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Design Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Adobe XD
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Design Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
HTML5
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: HTML5
id=3087
· html5
Aliases — catalog
- HTML5 (CANONICAL) primary
Context tags (catalog)
Accessibility
Audio API
Canvas
Cross-browser Compatibility
DOM Manipulation
Geolocation
Local Storage
Microdata
Progressive Web Apps
Responsive Design
SVG
Semantic Elements
Video API
Web Storage
Web Workers
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Markup Language
- Vendor
- W3C
- License
- unknown
- Year introduced
- 2014
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: HTML5 is a default requirement in web developer JDs and underpins modern browser support; MDN/WHATWG continue active standardization, with no successor replacing it.
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)
-
Web Standards & Compliance Catalog dimension db id 343
Library dimension (catalog)
Roles linked in library: WordPress Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Web Standards & Compliance
web-standards-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
CSS3
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: CSS3
id=3088
· css3
Aliases — catalog
- CSS3 (CANONICAL) primary
Context tags (catalog)
Animations
BEM
CSS Variables
Cross-browser compatibility
Flexbox
Frameworks
Grid
LESS
Media Queries
Pseudo-classes
Responsive Design
Sass
Selectors
Tailwind CSS
Transitions
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Stylesheet Language
- Vendor
- W3C
- License
- other_open
- Year introduced
- 1999
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: CSS3 is a hiring-pipeline staple: it appears in a large share of front-end/web job descriptions and is the standard stylesheet layer for modern browsers, with no vendor sunset or replacement announced.
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)
-
Web Standards & Compliance Catalog dimension db id 343
Library dimension (catalog)
Roles linked in library: WordPress Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Web Standards & Compliance
web-standards-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
JavaScript
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: JavaScript
id=607
· javascript
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)
AJAX
Angular
Babel
DOM
DOM manipulation
ES6
Express
JSON
Node.js
REST
RESTful
React
TypeScript
Vue
Vue.js
Webpack
async/await
asynchronous
callback
callback functions
closure
event-driven
jQuery
npm
promises
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 & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
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 & DSLs
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) |
|
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) |
Bootstrap
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Bootstrap
id=1970
· bootstrap
Aliases — catalog
- Bootstrap (CANONICAL) primary
- bootstrap 4 (VERSION)
- bootstrap 5 (VERSION)
- bootstrap 5.x (VERSION)
- bootstrap v4 (VERSION)
- bootstrap v5 (VERSION)
- bootstrap4 (VERSION)
- bootstrap5 (VERSION)
- bs4 (VERSION)
- bs5 (VERSION)
Context tags (catalog)
CSS
CSS framework
JavaScript
JavaScript plugins
Sass
accessibility
browser compatibility
components
custom themes
flexbox
form controls
grid system
jQuery
layout
media queries
mobile-first
modals
navbar
responsive design
utilities
utility classes
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Ui Framework
- Vendor
- License
- mit
- Year introduced
- 2011
- Confidence
- 0.95
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 5
Maturity reasoning: Bootstrap remains widely listed in job descriptions for front-end and full-stack roles, especially for rapid UI delivery and legacy maintenance; its GitHub repo and CDN usage stay high despite newer CSS frameworks.
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)
-
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
-
Web UI & Integration Frameworks Catalog dimension db id 268
Library dimension (catalog)
Roles linked in library: Pega 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 |
|
Web UI & Integration Frameworks
web-ui-integration-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Tailwind CSS
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Tailwind CSS
id=627
· tailwind-css
Aliases — catalog
- Tailwind CSS (CANONICAL) primary
- tailwind (VERSION)
- tailwind 3 (VERSION)
- tailwind 3.x (VERSION)
- tailwind css (VERSION)
- tailwind v3 (VERSION)
- tailwindcss (VERSION)
- tailwindcss v3 (VERSION)
Context tags (catalog)
@apply
CSS Grid
CSS variables
CSS-in-JS
JIT mode
PostCSS
Tailwind UI
animation utilities
breakpoints
component classes
component libraries
custom themes
dark mode
design systems
design tokens
flexbox
focus:
grid
grid layout
hover states
hover:
media queries
postcss
purgeCSS
purgecss
responsive design
responsive variants
spacing scale
theme customization
transition effects
utility classes
utility-first
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Css Framework
- Vendor
- Tailwind Labs
- License
- mit
- Year introduced
- 2017
- Confidence
- 0.97
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3
Maturity reasoning: Widely listed in frontend job descriptions and used across many production web stacks; strong GitHub adoption and ecosystem support indicate it’s a hiring-pipeline staple.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 481
- 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
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 |
Material UI
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Material UI
id=629
· material-ui
Aliases — catalog
- Material UI (CANONICAL) primary
- 5 (VERSION)
- MUI (VERSION)
- Material UI 5 (VERSION)
- Material UI v5 (VERSION)
- Material-UI (VERSION)
- material ui v5 (VERSION)
- material-ui (VERSION)
- material-ui v4 (VERSION)
- mui (VERSION)
- mui v4 (VERSION)
- v4 (VERSION)
- v5 (VERSION)
Context tags (catalog)
AppBar
Button
CSS-in-JS
Dialog
Emotion
Grid
Icons
JSS
MUI
Material Design
React
Snackbar
Storybook
ThemeProvider
TypeScript
Typography
UI components
accessibility
component
component library
custom hooks
custom themes
customization
dark mode
design system
form controls
grid system
hooks
icons
layout
layout components
makeStyles
material design
responsive
responsive design
styled components
styled-components
sx prop
theme
theme provider
theming
useStyles
withStyles
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- Ui Component Library
- Vendor
- Meta
- License
- mit
- Year introduced
- 2014
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- v5
Maturity reasoning: Material UI (MUI) appears frequently in frontend job descriptions and has strong GitHub adoption; it remains a common React UI library rather than a niche tool.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 492
- 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 |
Git
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Git
id=1002
· git
Aliases — catalog
- Git (CANONICAL)
Context tags (catalog)
CI/CD
GitHub
GitLab
branching
checkout
clone
commit
fork
merging
pull request
rebase
remote
repository
stash
versioning
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Version Control Tool
- Vendor
- Linus Torvalds
- License
- gpl_v2
- Year introduced
- 2005
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 730
- 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) |
REST
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: REST
id=11
· rest
Aliases — catalog
- REST (CANONICAL) primary
Context tags (catalog)
API
API design
API versioning
CRUD
DELETE
GET
HATEOAS
HTTP
JSON
OAuth
OAuth2
OpenAPI
POST
PUT
Postman
RESTful
Swagger
URI
Webhooks
XML
authentication
client-server
content negotiation
endpoint
endpoints
middleware
resource
resource-oriented
serialization
stateless
status codes
versioning
web services
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, 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: Engineering Manager, 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) |
Responsive Design
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: responsive design
id=669
· responsive-design
Aliases — catalog
- responsive design (CANONICAL) primary
Context tags (catalog)
Bootstrap
CSS Grid
CSS frameworks
Tailwind CSS
accessibility
adaptive design
adaptive layout
breakpoints
cross-browser compatibility
design patterns
em
flexbox
fluid grid
fluid layouts
grid layout
hamburger menu
media queries
mobile-first
picture element
rem
responsive images
srcset
touch targets
user experience
viewport
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Responsive Design
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Responsive design is a standard requirement in most front-end JDs and is reinforced by mobile-first guidance in CSS frameworks and browser docs; it remains broadly adopted rather than replaced by a successor.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1906
- 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 |
Accessibility
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Design Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Sketch
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Design Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Prototyping
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Design Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Wireframing
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Design Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
User Research
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Design Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
User Flows
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Design Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
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 |
|---|---|---|---|---|---|---|
| HTML5 | in_db |
Web Standards & Compliance
web-standards-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CSS3 | in_db |
Web Standards & Compliance
web-standards-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| 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 & DSLs
programming-languages-dsls
|
✓ | — | 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) | |
| Bootstrap | in_db |
Component Libraries and Design Systems
component-libraries-and-design-systems
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Bootstrap | in_db |
Web UI & Integration Frameworks
web-ui-integration-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Tailwind CSS | in_db |
CSS Architecture and Styling
css-architecture-and-styling
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Material UI | in_db |
Component Libraries and Design Systems
component-libraries-and-design-systems
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Git | in_db |
React Frontend Development
d_init_01
|
✓ | — | 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 Design | in_db |
Responsive and Mobile Web Design
responsive-and-mobile-web-design
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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 | Adobe XD | type=Design Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Accessibility | type=Design Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Sketch | type=Design Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Prototyping | type=Design Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Wireframing | type=Design Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | User Research | type=Design Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | User Flows | type=Design Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleUI/UX Developer
DomainOther
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Flow",
"Cross-Browser Compatibility",
"UI/UX",
"Git",
"APIs",
"Tailwind CSS",
"browser compatibility",
"Role",
"Bootstrap",
"JavaScript",
"responsive design",
"Material UI",
"components",
"HTML5",
"CSS3",
"HTML",
"CSS"
],
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
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"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": null,
"job_locations": [],
"role": "UI/UX Developer",
"role_aliases": [
"UI Developer",
"UX Developer",
"User Interface Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Job Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Collaborate with UI/UX Designers",
"last_5_words": "latest UI/UX trends, techniques, and technologies."
},
"text": "\u2022 Collaborate with UI/UX Designers to translate Figma or Adobe XD designs into responsive HTML/CSS/JavaScript code.\n\u2022 Implement front-end interfaces using modern web technologies like HTML5, CSS3, JavaScript, and frameworks like Bootstrap, Tailwind, or similar.\n\u2022 Develop reusable components and maintain consistency across web and mobile applications.\n\u2022 Optimize applications for maximum speed and scalability.\n\u2022 Work closely with backend developers to integrate APIs and ensure seamless data flow.\n\u2022 Conduct user research, usability testing, and iterate designs based on feedback.\n\u2022 Ensure cross-browser and cross-device compatibility and performance.\n\u2022 Stay updated with the latest UI/UX trends, techniques, and technologies.",
"word_count": 108
},
{
"bullet_count": 9,
"heading": "Job Requirement",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Proven experience as a UI/UX",
"last_5_words": "accessibility-first development principles."
},
"text": "\u2022 Proven experience as a UI/UX Developer or similar role.\n\u2022 Strong proficiency in HTML5, CSS3, JavaScript, and responsive design principles.\n\u2022 Experience with front-end frameworks like Bootstrap, Tailwind CSS, or Material UI.\n\u2022 Good understanding of cross-browser compatibility issues and ways to work around them.\n\u2022 Hands-on experience integrating RESTful APIs and working with Git.\n\u2022 Experience working with tools like Figma, Adobe XD, or Sketch.\n\u2022 Strong problem-solving skills and attention to detail.\n\u2022 Ability to work independently and in a team environment.\n\u2022 Familiarity with mobile-first and accessibility-first development principles.",
"word_count": 116
},
{
"bullet_count": 0,
"heading": "Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Figma, Sketch App, Prototyping, Wireframing,",
"last_5_words": "User Flows, Visual design"
},
"text": "Figma, Sketch App, Prototyping, Wireframing, User Research, User Flows, Visual design",
"word_count": 13
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Figma"
},
{
"is_primary": true,
"skill_name": "Adobe XD"
},
{
"is_primary": true,
"skill_name": "HTML5"
},
{
"is_primary": true,
"skill_name": "CSS3"
},
{
"is_primary": true,
"skill_name": "JavaScript"
},
{
"is_primary": true,
"skill_name": "Bootstrap"
},
{
"is_primary": true,
"skill_name": "Tailwind CSS"
},
{
"is_primary": true,
"skill_name": "Material UI"
},
{
"is_primary": true,
"skill_name": "Git"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "Responsive Design"
},
{
"is_primary": true,
"skill_name": "Accessibility"
},
{
"is_primary": false,
"skill_name": "Sketch"
},
{
"is_primary": false,
"skill_name": "Prototyping"
},
{
"is_primary": false,
"skill_name": "Wireframing"
},
{
"is_primary": false,
"skill_name": "User Research"
},
{
"is_primary": false,
"skill_name": "User Flows"
}
],
"jd_role": {
"display_name": "UI/UX Developer",
"rationale": null,
"role_aliases": [
"UI Developer",
"UX Developer",
"User Interface Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Flow",
"Cross-Browser Compatibility",
"UI/UX",
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"browser compatibility",
"Role",
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],
"certifications": [],
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"ctc": null,
"domain": {
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"domain": "Other"
},
"secondary": null
},
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"job_locations": [],
"role": "UI/UX Developer",
"role_aliases": [
"UI Developer",
"UX Developer",
"User Interface Developer"
],
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"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Job Responsibilities",
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"source_marker": {
"first_5_words": "\u2022 Collaborate with UI/UX Designers",
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},
"text": "\u2022 Collaborate with UI/UX Designers to translate Figma or Adobe XD designs into responsive HTML/CSS/JavaScript code.\n\u2022 Implement front-end interfaces using modern web technologies like HTML5, CSS3, JavaScript, and frameworks like Bootstrap, Tailwind, or similar.\n\u2022 Develop reusable components and maintain consistency across web and mobile applications.\n\u2022 Optimize applications for maximum speed and scalability.\n\u2022 Work closely with backend developers to integrate APIs and ensure seamless data flow.\n\u2022 Conduct user research, usability testing, and iterate designs based on feedback.\n\u2022 Ensure cross-browser and cross-device compatibility and performance.\n\u2022 Stay updated with the latest UI/UX trends, techniques, and technologies.",
"word_count": 108
},
{
"bullet_count": 9,
"heading": "Job Requirement",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Proven experience as a UI/UX",
"last_5_words": "accessibility-first development principles."
},
"text": "\u2022 Proven experience as a UI/UX Developer or similar role.\n\u2022 Strong proficiency in HTML5, CSS3, JavaScript, and responsive design principles.\n\u2022 Experience with front-end frameworks like Bootstrap, Tailwind CSS, or Material UI.\n\u2022 Good understanding of cross-browser compatibility issues and ways to work around them.\n\u2022 Hands-on experience integrating RESTful APIs and working with Git.\n\u2022 Experience working with tools like Figma, Adobe XD, or Sketch.\n\u2022 Strong problem-solving skills and attention to detail.\n\u2022 Ability to work independently and in a team environment.\n\u2022 Familiarity with mobile-first and accessibility-first development principles.",
"word_count": 116
},
{
"bullet_count": 0,
"heading": "Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Figma, Sketch App, Prototyping, Wireframing,",
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},
"text": "Figma, Sketch App, Prototyping, Wireframing, User Research, User Flows, Visual design",
"word_count": 13
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "75742746-00c6-4aad-84dc-a81ee71c2e1d",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Frontend Developer",
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"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
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}
],
"kra_match_roles": [
{
"display_name": "Frontend Developer",
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{
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"sentence": "Develop reusable components and maintain consistency across web and mobile applications.",
"similarity": 0.7286
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Collaborate with UI/UX Designers to translate Figma or Adobe XD designs into responsive HTML/CSS/JavaScript code.",
"similarity": 0.6724
},
{
"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": "Implement front-end interfaces using modern web technologies like HTML5, CSS3, JavaScript, and frameworks like Bootstrap, Tailwind, or similar.",
"similarity": 0.6703
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.6904,
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"total_count": null
},
{
"display_name": "Web Developer",
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{
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},
{
"kra_text": "structure maintainable page and component layouts",
"sentence": "Develop reusable components and maintain consistency across web and mobile applications.",
"similarity": 0.5595
},
{
"kra_text": "ensure cross-browser and responsive behavior",
"sentence": "Strong proficiency in HTML5, CSS3, JavaScript, and responsive design principles.",
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}
],
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 0.6144,
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},
{
"display_name": "Flutter Developer",
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{
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},
{
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},
{
"kra_text": "optimize responsiveness and performance",
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"similarity": 0.6046
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.6104,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Vue Frontend Developer",
"kra_matches": [
{
"kra_text": "validate cross-browser behavior",
"sentence": "Ensure cross-browser and cross-device compatibility and performance.",
"similarity": 0.704
},
{
"kra_text": "structure reusable presentation components",
"sentence": "Develop reusable components and maintain consistency across web and mobile applications.",
"similarity": 0.584
},
{
"kra_text": "improve usability and responsiveness",
"sentence": "Conduct user research, usability testing, and iterate designs based on feedback.",
"similarity": 0.5414
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 91,
"score": 0.6098,
"slug": "vue-frontend-developer",
"total_count": null
},
{
"display_name": "React Frontend Developer",
"kra_matches": [
{
"kra_text": "support responsive layouts and browser compatibility",
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"similarity": 0.6534
},
{
"kra_text": "compose reusable interface components",
"sentence": "Develop reusable components and maintain consistency across web and mobile applications.",
"similarity": 0.5945
},
{
"kra_text": "support responsive layouts and browser compatibility",
"sentence": "Strong proficiency in HTML5, CSS3, JavaScript, and responsive design principles.",
"similarity": 0.5661
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 89,
"score": 0.6046,
"slug": "react-frontend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
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"matched_count": 5,
"matched_skills": [
"Bootstrap",
"JavaScript",
"Material UI",
"REST",
"Tailwind CSS"
],
"role_id": 15,
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},
{
"display_name": "React Frontend Developer",
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"matched_count": 5,
"matched_skills": [
"Bootstrap",
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"Material UI",
"Tailwind CSS",
"responsive design"
],
"role_id": 89,
"score": 0.4167,
"slug": "react-frontend-developer",
"total_count": 12
},
{
"display_name": "Web Developer",
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"matched_count": 5,
"matched_skills": [
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],
"role_id": 25,
"score": 0.4167,
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},
{
"display_name": "Frontend Developer",
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"matched_count": 5,
"matched_skills": [
"Bootstrap",
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"Material UI",
"Tailwind CSS",
"responsive design"
],
"role_id": 7,
"score": 0.4167,
"slug": "frontend-engineer",
"total_count": 12
},
{
"display_name": "Svelte Frontend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"Bootstrap",
"JavaScript",
"Material UI",
"Tailwind CSS",
"responsive design"
],
"role_id": 92,
"score": 0.4167,
"slug": "svelte-frontend-developer",
"total_count": 12
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Frontend Developer",
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"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.96,
"slug": "frontend-engineer",
"total_count": null
},
"confidence": 0.96,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Responsive Front-End Development",
"UI Implementation from Design Mockups",
"Reusable Component Development",
"API Integration",
"Cross-Browser and Cross-Device Compatibility",
"Performance Optimization",
"User Research and Usability Testing",
"Mobile-First and Accessibility-First Development"
],
"matched_kras": [
"translate Figma or Adobe XD designs into responsive HTML/CSS/JavaScript code",
"implement front-end interfaces using modern web technologies",
"develop reusable components and maintain consistency",
"optimize applications for maximum speed and scalability",
"integrate APIs and ensure seamless data flow",
"conduct user research, usability testing, and iterate designs",
"ensure cross-browser and cross-device compatibility and performance"
],
"matched_skills": [
"Figma",
"Adobe XD",
"HTML5",
"CSS3",
"JavaScript",
"Bootstrap",
"Tailwind CSS",
"Material UI",
"RESTful APIs",
"Git",
"Sketch",
"Prototyping",
"Wireframing",
"User Research",
"Visual design"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD is centered on building responsive UI in HTML/CSS/JavaScript, using front-end frameworks, integrating APIs, and ensuring cross-browser compatibility, which best matches a Frontend Developer.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 423,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 18798,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Figma",
"status": "pending"
},
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}
}
API 2 — extract-details
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"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",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
]
}
],
"input_skill": "Responsive Design",
"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": [],
"canonical": null,
"dimensions": [],
"input_skill": "Accessibility",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Design Concepts",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "accessibility",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Sketch",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Design Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "sketch",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Prototyping",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Design Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "prototyping",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Wireframing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Design Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "wireframing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "User Research",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Design Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "user-research",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "User Flows",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Design Practices",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "user-flows",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Figma",
"Adobe XD",
"Accessibility",
"Sketch",
"Prototyping",
"Wireframing",
"User Research",
"User Flows"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Frontend Developer",
"id": 7,
"rationale": "Domain=Software Engineering; The JD is centered on building responsive UI in HTML/CSS/JavaScript, using front-end frameworks, integrating APIs, and ensuring cross-browser compatibility, which best matches a Frontend Developer.",
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Figma",
"tag": "new"
},
{
"skill": "Adobe XD",
"tag": "new"
},
{
"skill": "HTML5",
"tag": "in_db"
},
{
"skill": "CSS3",
"tag": "in_db"
},
{
"skill": "JavaScript",
"tag": "in_db"
},
{
"skill": "Bootstrap",
"tag": "in_db"
},
{
"skill": "Tailwind CSS",
"tag": "in_db"
},
{
"skill": "Material UI",
"tag": "in_db"
},
{
"skill": "Git",
"tag": "in_db"
},
{
"skill": "REST",
"tag": "in_db"
},
{
"skill": "Responsive Design",
"tag": "in_db"
},
{
"skill": "Accessibility",
"tag": "new"
},
{
"skill": "Sketch",
"tag": "new"
},
{
"skill": "Prototyping",
"tag": "new"
},
{
"skill": "Wireframing",
"tag": "new"
},
{
"skill": "User Research",
"tag": "new"
},
{
"skill": "User Flows",
"tag": "new"
}
],
"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": {
"difficulty_hint": "well_known",
"display_name": "Web Standards \u0026 Compliance",
"id": 343,
"rationale": "Ensuring WordPress sites adhere to web markup, styling, accessibility, and privacy regulations.",
"slug": "web-standards-compliance",
"source": "db"
},
"dimension_id": 343,
"input_skill": "HTML5",
"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": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 3087,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Standards \u0026 Compliance",
"id": 343,
"rationale": "Ensuring WordPress sites adhere to web markup, styling, accessibility, and privacy regulations.",
"slug": "web-standards-compliance",
"source": "db"
},
"dimension_id": 343,
"input_skill": "CSS3",
"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": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 3088,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform App Languages",
"id": 167,
"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
"slug": "cross-platform-app-languages",
"source": "db"
},
"dimension_id": 167,
"input_skill": "JavaScript",
"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": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 607,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "JavaScript and TypeScript",
"id": 114,
"rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
"slug": "javascript-and-typescript",
"source": "db"
},
"dimension_id": 114,
"input_skill": "JavaScript",
"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": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-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": "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",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 607,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "JavaScript for WordPress",
"id": 329,
"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",
"source": "db"
},
"dimension_id": 329,
"input_skill": "JavaScript",
"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": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 607,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Pega Programming Languages \u0026 DSLs",
"id": 267,
"rationale": "Programming languages and domain-specific languages used in Pega development.",
"slug": "pega-programming-languages-dsls",
"source": "db"
},
"dimension_id": 267,
"input_skill": "JavaScript",
"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": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 607,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages",
"id": 1,
"rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
"slug": "programming-languages",
"source": "db"
},
"dimension_id": 1,
"input_skill": "JavaScript",
"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": "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": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 607,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 DSLs",
"id": 475,
"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
"slug": "programming-languages-dsls",
"source": "db"
},
"dimension_id": 475,
"input_skill": "JavaScript",
"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": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 607,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 Template Languages",
"id": 359,
"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
"source": "db"
},
"dimension_id": 359,
"input_skill": "JavaScript",
"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": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 607,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Sitecore Development Languages",
"id": 438,
"rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
"slug": "sitecore-development-languages",
"source": "db"
},
"dimension_id": 438,
"input_skill": "JavaScript",
"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": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 607,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Storefront JavaScript and DOM Behavior",
"id": 422,
"rationale": "Client-side behavior used to enhance Shopify storefront interactions beyond static theme rendering. This includes interactive UI logic, event handling, and progressive enhancement within theme constraints.",
"slug": "storefront-javascript-and-dom-behavior",
"source": "db"
},
"dimension_id": 422,
"input_skill": "JavaScript",
"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": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 607,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Component Libraries and Design Systems",
"id": 118,
"rationale": "Reusable UI kits and design-system implementations that standardize look, feel, and interaction patterns across products. This is a distinct cluster because frontend engineers frequently consume and extend these libraries.",
"slug": "component-libraries-and-design-systems",
"source": "db"
},
"dimension_id": 118,
"input_skill": "Bootstrap",
"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": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
"id": 89,
"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": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1970,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web UI \u0026 Integration Frameworks",
"id": 268,
"rationale": "Client-side and integration frameworks and libraries used to extend Pega solutions.",
"slug": "web-ui-integration-frameworks",
"source": "db"
},
"dimension_id": 268,
"input_skill": "Bootstrap",
"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": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1970,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CSS Architecture and Styling",
"id": 117,
"rationale": "Styling systems and layout techniques used to create responsive, maintainable visual presentation in the browser. Frontend engineers need this to translate design intent into consistent interfaces.",
"slug": "css-architecture-and-styling",
"source": "db"
},
"dimension_id": 117,
"input_skill": "Tailwind CSS",
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