Pipeline run
70ede0d4-1a9e-43d0-b210-233131bb3cfe
Pipeline LLM cost (USD)
API 1: $0.0109
API 2: $0.0002
API 3: $0.0000
Total: $0.0111
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
Design, build, review and unit test Angular single-page app UI; create wireframes/prototypes, validate UX feasibility, troubleshoot bugs, and coordinate mid-size delivery with PMs while managing priorities and service quality.
"develop, review and unit test code for single page web applications"
Tech stack maturity
Mainstream Modern
Angular and unit-testing are widely adopted, mature frontend practices that fit a mainstream modern web development stack.
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 (9)
Angular
Single Page Applications
Unit Testing
UI/UX Design
Wireframing
Prototyping
JavaScript
HTML
CSS
Skill cluster (4 dimension groups, role-scoped)
CSS Architecture and Styling
CSS
JavaScript and TypeScript
JavaScript
UI Frameworks and Rendering
Angular
Cross-cutting / unaligned
Single Page Applications
Unit Testing
UI/UX Design
Wireframing
Prototyping
HTML
Show KRA description ↓
• Author and review of design specifications; develop, review and unit test code for single page web applications.
• Troubleshoot, isolate and remediate code bugs.
• Work on and manage mid-size projects, and ensure smooth service delivery on assigned products, engagements and/or geographies.
• Work with project managers to study resource needs and gaps and devise alternative ways forward.
• Provide expert reviews for all projects within the assigned subject.
• Able to work creatively and systematically in a time-limited, problem-solving environment
• Loyal and reliable with high ethical standards
• Flexible, curious and creative, open for new things and able to propose innovative ideas
• Good interpersonal skills
• Team player, open, pleasure to work with and positive in a group dynamic
• Intercultural intelligence and experience of working in more than one country and/or multi-cultural teams with distributed delivery experience
• Ability to manage multiple priorities simultaneously to meet tight deadlines and drive projects to completion with minimal supervision
Responsibilities include the creation of design prototypes and wireframes, ensuring the technical feasibility of UI/UX designs, and optimizing applications for maximum speed and scalability. They also play a pivotal role in validating user input, creating efficient mark-up and coding standards, and maintaining graphical standards and branding throughout the product's interface.
Furthermore, a UI Development Manager often works with project managers and other stakeholders to effectively coordinate and direct UI development tasks and projects, ensuring project deadlines are met and aligning the UI design with the overall strategic objectives of the organization.
Signals
Skill
full-stack-engineer
0.17
Alias
frontend-engineer
1.00
KRA
full-stack-engineer
0.58
Post-classification
Centroidupdated · n=315
Alias collision log—
New-role queue—
New skills captured4
New KRA captured—
Captured for admin review
Single Page Applications
primary
↔
Frontend Developer
pending
UI/UX Design
primary
↔
Frontend Developer
pending
Wireframing
primary
↔
Frontend Developer
pending
Prototyping
primary
↔
Frontend Developer
pending
Status:
completed
Created: 2026-05-27T15:28:36.497087Z
Updated: 2026-06-12T16:24:07.164130Z
API 3 duration: 41906 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
→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 single page web application development, UI/UX implementation, and front-end optimization, which best matches Frontend Developer responsibilities.
Matched skills
Angularsingle page web applicationsUI/UX designsdesign prototypeswireframesuser inputmark-upcoding standards
Matched dimensions
Front-end web application developmentUI/UX implementationCode review and unit testingPerformance and scalability optimizationProject coordination and delivery
Matched KRAs
Author and review design specificationsDevelop, review and unit test codeTroubleshoot, isolate and remediate code bugsEnsure smooth service delivery on assigned productsManage mid-size projectsEnsure project deadlines are metOptimize applications for maximum speed and scalabilityValidate user inputMaintain graphical standards and branding
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
1
Skipped
Job description
At EY, you’ll have the chance to build a career as unique as you are, with the global scale, support, inclusive culture and technology to become the best version of you. And we’re counting on your unique voice and perspective to help EY become even better, too. Join us and build an exceptional experience for yourself, and a better working world for all. Assistant/Associate Manager – UI Angular Developer Data and Analytics team is a multi-disciplinary technology team delivering client projects and solutions across Data Management, Visualization, Business Analytics and Automation. The assignments cover a wide range of countries and industry sectors. The opportunity We are looking for Front-End Manager, who will be responsible for developing and delivering rich, highly interactive web applications that engagement teams will use to implement the EY SaT mergers and acquisition methodologies Your Key Responsibilities • Author and review of design specifications; develop, review and unit test code for single page web applications. • Troubleshoot, isolate and remediate code bugs. • Work on and manage mid-size projects, and ensure smooth service delivery on assigned products, engagements and/or geographies. • Work with project managers to study resource needs and gaps and devise alternative ways forward. • Provide expert reviews for all projects within the assigned subject. Skills And Attributes For Success • Able to work creatively and systematically in a time-limited, problem-solving environment • Loyal and reliable with high ethical standards • Flexible, curious and creative, open for new things and able to propose innovative ideas • Good interpersonal skills • Team player, open, pleasure to work with and positive in a group dynamic • Intercultural intelligence and experience of working in more than one country and/or multi-cultural teams with distributed delivery experience • Ability to manage multiple priorities simultaneously to meet tight deadlines and drive projects to completion with minimal supervision Discipline - Design for Technology Role Type UI Development Assistant/Associate Manager Work closely with UX designers, graphic designers, and backend developers to create visually appealing, user-friendly, and efficient interfaces. Responsibilities include the creation of design prototypes and wireframes, ensuring the technical feasibility of UI/UX designs, and optimizing applications for maximum speed and scalability. They also play a pivotal role in validating user input, creating efficient mark-up and coding standards, and maintaining graphical standards and branding throughout the product's interface. Furthermore, a UI Development Manager often works with project managers and other stakeholders to effectively coordinate and direct UI development tasks and projects, ensuring project deadlines are met and aligning the UI design with the overall strategic objectives of the organization. Skills • Agile, Information Architecture, Responsive Design, Business Requirements Analysis and Mapping, Client Handling and communication, Adaptability, Design Thinking and Design Patterns, Usability Evaluation, User Research To qualify for the role, you must have • 7-9 years of relevant work experience with a concentration in front end development and demonstrated history of UI/UX sensibilities • Extensive knowledge and understanding of Angular 4+ frameworks with a proficiency in JavaScript ES6+ and TypeScript. • Extensive experience in working with modern web development tools and technologies such as Node.js, npm, webpack, and Babel. • Strong understanding of RxJS, state management libraries like NgRx, and their core principles. • In-depth knowledge of AngularJS practices and commonly used modules based on extensive work experience. • Proficiency in building responsive web designs with CSS, Flex, and Grid. • Deep knowledge of web performance optimization, caching, and SEO. • Knowledge of Angular Universal Server-Side Rendering. • Excellent debugging and optimization skills. • Good understanding of asynchronous programming, including Promises, Observables and async/await. • Proficiency in conducting comprehensive code reviews, handling pull requests and working on bug fixing as well as improving application performance. • Knowledge of Angular CLI for creating modules, components, and routing. • Familiarity with design patterns and software design principles. • Understanding of secure coding methods and practices. • Experience with Git and version control methodologies. • Excellent knowledge of TypeScript, SCSS, and Angular Material to design and develop sophisticated UI/UX. • Proficiency in RESTful API integration, JSON, GraphQL, and websockets. Good to Have • Experience with Other Web Development Frameworks like React will be a plus. • Experience with cloud platforms like AWS, Azure or Google Cloud will be a plus. • Knowledge of Docker, Kubernetes or similar technologies is a bonus. • Experience with Continuous Integration/Continuous Deployment (CI/CD) process is important. Ideally, you’ll also have • Ability to think strategically/end-to-end with result-oriented mindset • Ability to build rapport within the firm and win the trust of the clients • Willingness to travel extensively and to work on client sites / practice office locations What We Look For • A Team of people with commercial acumen, technical experience and enthusiasm to learn new things in this fast-moving environment • An opportunity to be a part of market-prominent, multi-disciplinary team of 1400 + professionals, in the only integrated global transaction business worldwide. • Opportunities to work with EY SaT practices globally with prominent businesses across a range of industries What We Offer EY Global Delivery Services (GDS) is a dynamic and truly global delivery network. We work across six locations – Argentina, China, India, the Philippines, Poland and the UK – and with teams from all EY service lines, geographies and sectors, playing a vital role in the delivery of the EY growth strategy. From accountants to coders to advisory consultants, we offer a wide variety of fulfilling career opportunities that span all business disciplines. In GDS, you will collaborate with EY teams on exciting projects and work with well-known brands from across the globe. We’ll introduce you to an ever-expanding ecosystem of people, learning, skills and insights that will stay with you throughout your career. • Continuous learning: You’ll develop the mindset and skills to navigate whatever comes next. • Success, as defined by you: We’ll provide the tools and flexibility, so you can make a meaningful impact, your way. • Transformative leadership: We’ll give you the insights, coaching and confidence to be the leader the world needs. • Diverse and inclusive culture: You’ll be embraced for who you are and empowered to use your voice to help others find theirs. EY | Building a better working world EY exists to build a better working world, helping to create long-term value for clients, people and society and build trust in the capital markets. Enabled by data and technology, diverse EY teams in over 150 countries provide trust through assurance and help clients grow, transform and operate. Working across assurance, consulting, law, strategy, tax and transactions, EY teams ask better questions to find new answers for the complex issues facing our world today.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Angular
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Angular
id=612
· angular
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)
AOT
Angular CLI
Angular Material
Component
Dependency Injection
Directive
NgRx
Observable
Observables
PWA
RESTful services
Reactive Forms
Routing
RxJS
Service
Single Page Application
TypeScript
Unit Testing
component-based
components
dependency injection
directives
lazy loading
modules
observables
pipes
responsive design
routing
services
single-page application
single-page applications
templates
two-way data binding
unit testing
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
-
Frameworks & Libraries Catalog dimension db id 360
Library dimension (catalog)
Roles linked in library: Drupal Dev, Engineering Manager
-
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) |
|
Frameworks & Libraries
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 |
Single Page Applications
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
- Web Frameworks
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Unit Testing
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Unit Testing
id=517
· unit-testing
Aliases — catalog
- Unit Testing (CANONICAL)
Context tags (catalog)
JUnit
NUnit
TDD
arrange-act-assert
assertions
code coverage
fixtures
mocking
pytest
regression
stubs
test cases
test doubles
test runner
xUnit
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 44
- 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) |
UI/UX Design
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: UI/UX
id=1662
· ui-ux
Aliases — catalog
- UI/UX (CANONICAL)
Context tags (catalog)
A/B testing
Adobe XD
Figma
Sketch
design systems
information architecture
interaction design
prototyping
responsive design
usability testing
user journey
user personas
user research
visual hierarchy
wireframing
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
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Wireframing
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
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Prototyping
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
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
JavaScript
Secondary
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) |
HTML
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: HTML
id=1657
· html
Aliases — catalog
- HTML (CANONICAL) primary
Context tags (catalog)
ARIA
CSS
DOM
HTML5
JavaScript
SEO
SVG
W3C
W3C standards
canvas
forms
front-end development
markup validation
meta tags
microdata
responsive design
semantic markup
web accessibility
web components
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) |
CSS
Secondary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: CSS
id=623
· css
Aliases — catalog
- CSS (CANONICAL) primary
Context tags (catalog)
Animations
BEM
Bootstrap
Box Model
CSS Modules
CSS Variables
Flexbox
Frameworks
Grid
LESS
Less
Media Queries
Positioning
PostCSS
Preprocessors
Pseudo-classes
Responsive Design
SCSS
SMACSS
Sass
Selectors
Styling
Tailwind CSS
Transitions
Z-index
animation
media queries
pseudo-elements
responsive design
styled-components
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) |
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 |
Frameworks & Libraries
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 | |
| Unit Testing | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| UI/UX Design | new |
React Frontend Development
d_init_01
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| 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) | |
| 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) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Single Page Applications | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Wireframing | type=Soft Skills subtype=general nature=PRACTICE lifespan=SHORT_LIVED | |
| canonical_skill_proposed | Prototyping | type=Soft Skills subtype=general nature=PRACTICE lifespan=SHORT_LIVED | |
| dimension_skill_link_proposed | UI/UX Design ↔ React Frontend Development |
nano JD Parser — gpt-4.1-nano click to toggle
RoleAssistant/Associate Manager – UI Angular Developer
CompanyEY
Experience7-9 years of relevant work experience with a concentration in front end development and demonstrated history of UI/UX sensibilities
DomainIT Services & Consulting
Location
—
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "EY exists to build a",
"last_5_words": "issues facing our world today."
},
"text": "EY exists to build a better working world, helping to create long-term value for clients, people and society and build trust in the capital markets.\n\nEnabled by data and technology, diverse EY teams in over 150 countries provide trust through assurance and help clients grow, transform and operate.\n\nWorking across assurance, consulting, law, strategy, tax and transactions, EY teams ask better questions to find new answers for the complex issues facing our world today.",
"word_count": 64
},
"certifications": [],
"company_name": "EY",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Technology Consulting",
"IT Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 9,
"min": 7,
"raw": "7-9 years of relevant work experience with a concentration in front end development and demonstrated history of UI/UX sensibilities"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": null
}
],
"role": "Assistant/Associate Manager \u2013 UI Angular Developer",
"role_aliases": [
"UI Developer",
"Front-End Manager",
"Angular Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Your Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Author and review of",
"last_5_words": "within the assigned subject."
},
"text": "\u2022 Author and review of design specifications; develop, review and unit test code for single page web applications.\n\u2022 Troubleshoot, isolate and remediate code bugs.\n\u2022 Work on and manage mid-size projects, and ensure smooth service delivery on assigned products, engagements and/or geographies.\n\u2022 Work with project managers to study resource needs and gaps and devise alternative ways forward.\n\u2022 Provide expert reviews for all projects within the assigned subject.",
"word_count": 56
},
{
"bullet_count": 7,
"heading": "Skills And Attributes For Success",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Able to work creatively",
"last_5_words": "with minimal supervision"
},
"text": "\u2022 Able to work creatively and systematically in a time-limited, problem-solving environment\n\u2022 Loyal and reliable with high ethical standards\n\u2022 Flexible, curious and creative, open for new things and able to propose innovative ideas\n\u2022 Good interpersonal skills\n\u2022 Team player, open, pleasure to work with and positive in a group dynamic\n\u2022 Intercultural intelligence and experience of working in more than one country and/or multi-cultural teams with distributed delivery experience\n\u2022 Ability to manage multiple priorities simultaneously to meet tight deadlines and drive projects to completion with minimal supervision",
"word_count": 73
},
{
"bullet_count": 0,
"heading": "Responsibilities include the creation of design prototypes and wireframes",
"heading_was_present": false,
"source_marker": {
"first_5_words": "Responsibilities include the creation",
"last_5_words": "overall strategic objectives of the organization."
},
"text": "Responsibilities include the creation of design prototypes and wireframes, ensuring the technical feasibility of UI/UX designs, and optimizing applications for maximum speed and scalability. They also play a pivotal role in validating user input, creating efficient mark-up and coding standards, and maintaining graphical standards and branding throughout the product\u0027s interface.\n\nFurthermore, a UI Development Manager often works with project managers and other stakeholders to effectively coordinate and direct UI development tasks and projects, ensuring project deadlines are met and aligning the UI design with the overall strategic objectives of the organization.",
"word_count": 103
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Angular"
},
{
"is_primary": true,
"skill_name": "Single Page Applications"
},
{
"is_primary": true,
"skill_name": "Unit Testing"
},
{
"is_primary": true,
"skill_name": "UI/UX Design"
},
{
"is_primary": true,
"skill_name": "Wireframing"
},
{
"is_primary": true,
"skill_name": "Prototyping"
},
{
"is_primary": false,
"skill_name": "JavaScript"
},
{
"is_primary": false,
"skill_name": "HTML"
},
{
"is_primary": false,
"skill_name": "CSS"
}
],
"jd_role": {
"display_name": "Assistant/Associate Manager \u2013 UI Angular Developer",
"rationale": null,
"role_aliases": [
"UI Developer",
"Front-End Manager",
"Angular Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "EY exists to build a",
"last_5_words": "issues facing our world today."
},
"text": "EY exists to build a better working world, helping to create long-term value for clients, people and society and build trust in the capital markets.\n\nEnabled by data and technology, diverse EY teams in over 150 countries provide trust through assurance and help clients grow, transform and operate.\n\nWorking across assurance, consulting, law, strategy, tax and transactions, EY teams ask better questions to find new answers for the complex issues facing our world today.",
"word_count": 64
},
"certifications": [],
"company_name": "EY",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Technology Consulting",
"IT Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 9,
"min": 7,
"raw": "7-9 years of relevant work experience with a concentration in front end development and demonstrated history of UI/UX sensibilities"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": null
}
],
"role": "Assistant/Associate Manager \u2013 UI Angular Developer",
"role_aliases": [
"UI Developer",
"Front-End Manager",
"Angular Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Your Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Author and review of",
"last_5_words": "within the assigned subject."
},
"text": "\u2022 Author and review of design specifications; develop, review and unit test code for single page web applications.\n\u2022 Troubleshoot, isolate and remediate code bugs.\n\u2022 Work on and manage mid-size projects, and ensure smooth service delivery on assigned products, engagements and/or geographies.\n\u2022 Work with project managers to study resource needs and gaps and devise alternative ways forward.\n\u2022 Provide expert reviews for all projects within the assigned subject.",
"word_count": 56
},
{
"bullet_count": 7,
"heading": "Skills And Attributes For Success",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Able to work creatively",
"last_5_words": "with minimal supervision"
},
"text": "\u2022 Able to work creatively and systematically in a time-limited, problem-solving environment\n\u2022 Loyal and reliable with high ethical standards\n\u2022 Flexible, curious and creative, open for new things and able to propose innovative ideas\n\u2022 Good interpersonal skills\n\u2022 Team player, open, pleasure to work with and positive in a group dynamic\n\u2022 Intercultural intelligence and experience of working in more than one country and/or multi-cultural teams with distributed delivery experience\n\u2022 Ability to manage multiple priorities simultaneously to meet tight deadlines and drive projects to completion with minimal supervision",
"word_count": 73
},
{
"bullet_count": 0,
"heading": "Responsibilities include the creation of design prototypes and wireframes",
"heading_was_present": false,
"source_marker": {
"first_5_words": "Responsibilities include the creation",
"last_5_words": "overall strategic objectives of the organization."
},
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"word_count": 103
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "70ede0d4-1a9e-43d0-b210-233131bb3cfe",
"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": "Angular Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 1.0,
"slug": "angular-frontend-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"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": "Responsibilities include the creation of design prototypes and wireframes, ensuring the technical feasibility of UI/UX designs, and optimizing applications for maximum speed and scalability.",
"similarity": 0.6575
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Furthermore, a UI Development Manager often works with project managers and other stakeholders to effectively coordinate and direct UI development tasks and projects, ensuring project deadlines are met and aligning the UI design with the overall strategic objectives of the organization.",
"similarity": 0.5592
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Troubleshoot, isolate and remediate code bugs.",
"similarity": 0.5175
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5781,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Responsibilities include the creation of design prototypes and wireframes, ensuring the technical feasibility of UI/UX designs, and optimizing applications for maximum speed and scalability.",
"similarity": 0.6432
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "They also play a pivotal role in validating user input, creating efficient mark-up and coding standards, and maintaining graphical standards and branding throughout the product\u0027s interface.",
"similarity": 0.5401
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Furthermore, a UI Development Manager often works with project managers and other stakeholders to effectively coordinate and direct UI development tasks and projects, ensuring project deadlines are met and aligning the UI design with the overall strategic objectives of the organization.",
"similarity": 0.4807
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5547,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "user interaction design and refinement",
"sentence": "Responsibilities include the creation of design prototypes and wireframes, ensuring the technical feasibility of UI/UX designs, and optimizing applications for maximum speed and scalability.",
"similarity": 0.5941
},
{
"kra_text": "defect troubleshooting and resolution",
"sentence": "Troubleshoot, isolate and remediate code bugs.",
"similarity": 0.5239
},
{
"kra_text": "user interaction design and refinement",
"sentence": "They also play a pivotal role in validating user input, creating efficient mark-up and coding standards, and maintaining graphical standards and branding throughout the product\u0027s interface.",
"similarity": 0.5003
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.5394,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Troubleshoot, isolate and remediate code bugs.",
"similarity": 0.5345
},
{
"kra_text": "UI responsiveness and performance",
"sentence": "Responsibilities include the creation of design prototypes and wireframes, ensuring the technical feasibility of UI/UX designs, and optimizing applications for maximum speed and scalability.",
"similarity": 0.5342
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Author and review of design specifications; develop, review and unit test code for single page web applications.",
"similarity": 0.4844
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5177,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Vue Frontend Developer",
"kra_matches": [
{
"kra_text": "improve usability and responsiveness",
"sentence": "Responsibilities include the creation of design prototypes and wireframes, ensuring the technical feasibility of UI/UX designs, and optimizing applications for maximum speed and scalability.",
"similarity": 0.5139
},
{
"kra_text": "debug frontend defects",
"sentence": "Troubleshoot, isolate and remediate code bugs.",
"similarity": 0.5026
},
{
"kra_text": "connect UI to application services",
"sentence": "Furthermore, a UI Development Manager often works with project managers and other stakeholders to effectively coordinate and direct UI development tasks and projects, ensuring project deadlines are met and aligning the UI design with the overall strategic objectives of the organization.",
"similarity": 0.4666
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 91,
"score": 0.4944,
"slug": "vue-frontend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Angular"
],
"role_id": 15,
"score": 0.1667,
"slug": "full-stack-engineer",
"total_count": 6
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Angular"
],
"role_id": 7,
"score": 0.1667,
"slug": "frontend-engineer",
"total_count": 6
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Angular"
],
"role_id": 11,
"score": 0.1667,
"slug": "hybrid-mobile-developer",
"total_count": 6
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Angular"
],
"role_id": 25,
"score": 0.1667,
"slug": "web-developer",
"total_count": 6
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Angular"
],
"role_id": 90,
"score": 0.1667,
"slug": "angular-frontend-developer",
"total_count": 6
}
]
},
"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": 0.98,
"slug": "frontend-engineer",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Front-end web application development",
"UI/UX implementation",
"Code review and unit testing",
"Performance and scalability optimization",
"Project coordination and delivery"
],
"matched_kras": [
"Author and review design specifications",
"Develop, review and unit test code",
"Troubleshoot, isolate and remediate code bugs",
"Ensure smooth service delivery on assigned products",
"Manage mid-size projects",
"Ensure project deadlines are met",
"Optimize applications for maximum speed and scalability",
"Validate user input",
"Maintain graphical standards and branding"
],
"matched_skills": [
"Angular",
"single page web applications",
"UI/UX designs",
"design prototypes",
"wireframes",
"user input",
"mark-up",
"coding standards"
],
"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 single page web application development, UI/UX implementation, and front-end optimization, which best matches Frontend Developer responsibilities.",
"sub_role": {
"confidence": 0.99,
"display_name": "Angular Frontend Developer",
"reasoning": "The JD explicitly says \"UI Angular Developer\" and focuses on single-page web application development with Angular-specific frontend work.",
"role_id": 90,
"slug": "angular-frontend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 315,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 14575,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Single Page Applications",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 14576,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "UI/UX Design",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 14577,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Wireframing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 14578,
"role_display_name": "Frontend Developer",
"role_slug": "frontend-engineer",
"skill_name": "Prototyping",
"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,
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},
{
"alias_text": "modern JavaScript",
"alias_type": "VERSION",
"id": 1044,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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"
},
"dimensions": [
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"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"
}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"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": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "JavaScript",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
]
}
],
"input_skill": "JavaScript",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "HTML",
"alias_type": "CANONICAL",
"id": 2627,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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"
},
"dimensions": [
{
"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"
},
"input_skill": "HTML",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "HTML",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "HTML",
"llm_role": null,
"roles_from_db": []
},
{
"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"
},
"input_skill": "HTML",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
}
],
"input_skill": "HTML",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "CSS",
"alias_type": "CANONICAL",
"id": 1107,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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",
"volatility": "STABLE"
},
"dimensions": [
{
"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"
},
"input_skill": "CSS",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"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": "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"
}
]
},
{
"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"
},
"input_skill": "CSS",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
},
{
"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"
},
"input_skill": "CSS",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Storefront Styling and Responsive Layout",
"id": 423,
"rationale": "Visual presentation work for Shopify storefronts, including layout, spacing, typography, and responsive behavior. This is a coherent cluster because theme developers must translate commerce designs into usable storefront pages.",
"slug": "storefront-styling-and-responsive-layout",
"source": "db"
},
"input_skill": "CSS",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Styling and Responsive Layout",
"id": 307,
"rationale": "Visual presentation techniques used to translate design requirements into usable Angular interfaces. This includes layout, theming, spacing, and responsive behavior across screen sizes.",
"slug": "styling-and-responsive-layout",
"source": "db"
},
"input_skill": "CSS",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
"source": "db"
}
]
}
],
"input_skill": "CSS",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Single Page Applications",
"Wireframing",
"Prototyping"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Frontend Developer",
"id": 7,
"rationale": "Domain=Software Engineering \u2192 sub-role angular-frontend-developer; The JD is centered on Angular-based single page web application development, UI/UX implementation, and front-end optimization, which best matches Frontend Developer responsibilities.",
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Angular",
"tag": "in_db"
},
{
"skill": "Single Page Applications",
"tag": "new"
},
{
"skill": "Unit Testing",
"tag": "in_db"
},
{
"skill": "UI/UX Design",
"tag": "in_db"
},
{
"skill": "Wireframing",
"tag": "new"
},
{
"skill": "Prototyping",
"tag": "new"
},
{
"skill": "JavaScript",
"tag": "in_db"
},
{
"skill": "HTML",
"tag": "in_db"
},
{
"skill": "CSS",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Angular Component Model and Templates",
"id": 303,
"rationale": "Core Angular framework surface for building reusable UI, composing views, and wiring component behavior. This is the main application substrate for browser features in this role.",
"slug": "angular-component-model-and-templates",
"source": "db"
},
"dimension_id": 303,
"input_skill": "Angular",
"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": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 612,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Application Frameworks \u0026 Libraries",
"id": 451,
"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
"slug": "application-frameworks-libraries",
"source": "db"
},
"dimension_id": 451,
"input_skill": "Angular",
"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": 612,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Frameworks \u0026 Libraries",
"id": 360,
"rationale": "Manage adoption, integration, and best practices around key software frameworks and libraries.",
"slug": "frameworks-libraries",
"source": "db"
},
"dimension_id": 360,
"input_skill": "Angular",
"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"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 612,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
"id": 115,
"rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
"slug": "ui-frameworks-and-rendering",
"source": "db"
},
"dimension_id": 115,
"input_skill": "Angular",
"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": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 612,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "Unit Testing",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 517,
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{
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"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
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"source": "db"
},
"dimension_id": 96,
"input_skill": "UI/UX Design",
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"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
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{
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"display_name": "Cross-Platform App Languages",
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},
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"roles_from_db": [
{
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{
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},
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"matched_chosen_role": true,
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"role_dimension_saved": true,
"roles_from_db": [
{
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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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"roles_from_db": [
{
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],
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{
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},
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"roles_from_db": [
{
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],
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{
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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"roles_from_db": [
{
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{
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{
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],
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{
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"role_dimension_saved": false,
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{
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{
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"roles_from_db": [
{
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],
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{
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},
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"roles_from_db": [
{
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],
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{
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"roles_from_db": [
{
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"roles_from_db": [
{
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],
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{
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},
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"roles_from_db": [
{
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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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LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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