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Pipeline run

4821bb65-9a23-40bd-8925-1d33cb945c14

Pipeline LLM cost (USD)
API 1: $0.0101 API 2: $0.0005 API 3: $0.0000 Total: $0.0105

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Frontend Architecture & Development
Build and maintain complex React/TypeScript frontend features, especially interactive SVG/diagramming UIs, while keeping the design system consistent and shipping strong unit/integration/E2E test coverage.
"Design, build, and maintain complex frontend applications using React and TypeScript."
Tech stack maturity
Mainstream Modern
The stack centers on contemporary frontend testing and React-based application development with modern tooling like Playwright, Cypress, TypeScript, and React Testing Library, which is characteristic of mainstream modern engineering practices.
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 (31)
React TypeScript TailwindCSS shadcn/ui ReactFlow JointJS D3 SVG unit testing integration testing end-to-end testing React Testing Library Playwright Cypress CI semantic HTML keyboard navigation focus management ARIA state management component composition CI/CD performance profiling optimization techniques design systems +6
Skill cluster (7 dimension groups, role-scoped)
Accessibility Standards and Testing
keyboard navigation focus management ARIA
Frontend Testing and E2E Automation
Playwright Cypress
Accessibility and Semantic Markup
semantic HTML
Frontend Frameworks and Libraries
React
JavaScript and TypeScript
TypeScript
Testing and Quality Assurance
integration testing
Cross-cutting / unaligned
TailwindCSS shadcn/ui ReactFlow JointJS D3 SVG unit testing end-to-end testing React Testing Library CI state management component composition CI/CD performance profiling optimization techniques design systems token-based theming shared UI foundations workflow editors integration tooling low-code platforms visual configuration platforms
Show KRA description ↓
Frontend Architecture & Development • Design, build, and maintain complex frontend applications using React and TypeScript. • Develop and evolve a component-based architecture aligned with our internal design system (TailwindCSS, shadcn/ui). • Translate high-fidelity designs into polished, production-ready interfaces. • Ensure frontend codebases remain scalable, maintainable, and well-structured as the platform grows. Interactive & Visual UI Engineering • Build highly interactive, visual interfaces using diagramming and graph libraries such as ReactFlow, JointJS, D3, or similar. • Work directly with SVG primitives to implement custom visuals, connectors, and interactions. • Implement performant pan/zoom, drag-and-drop, selection, and layout behaviors. • Make informed trade-offs between leveraging third-party libraries and implementing custom rendering logic. Testing, Quality & Reliability (Core Responsibility) • Write and maintain unit, integration, and end-to-end tests for frontend features. • Own UI test strategy and coverage for assigned product areas and critical user flows. • Use modern testing frameworks such as React Testing Library, Playwright, and/or Cypress. • Ensure tests are reliable, maintainable, and integrated into CI pipelines. • Proactively prevent UI regressions through disciplined component design and test coverage. Accessibility, Performance & Polish • Ensure interfaces meet accessibility standards (semantic HTML, keyboard navigation, focus management, ARIA where appropriate). • Optimize rendering performance, bundle size, and runtime behavior for data-dense applications. • Identify and remediate frontend technical debt. Collaboration & Delivery • Partner closely with Product Management and Design to shape interaction models early. • Participate in estimation, technical planning, and execution of frontend initiatives. • Provide clear technical input on UX complexity, performance trade-offs, and feasibility. • Contribute to code reviews and raise the frontend engineering bar across the team. Required Qualifications • 5+ years of professional experience building production web applications with React and TypeScript. • Strong hands-on experience with TailwindCSS and component libraries such as shadcn/ui or equivalents. • Demonstrated experience building highly interactive, SVG- or canvas-based UIs. • Practical experience with diagramming or graph libraries (ReactFlow, JointJS, D3, or similar). • Proven experience writing frontend unit, integration, and end-to-end tests as part of normal development workflows. • Hands-on experience with React Testing Library, Playwright, and/or Cypress. • Strong understanding of frontend architecture, state management, and component composition. • Ability to deliver high-quality, well-tested code in a collaborative environment. • Strong written and verbal communication skills. Nice to Have • Experience building complex, data-heavy enterprise applications. • Familiarity with design systems, token-based theming, and shared UI foundations. • Experience integrating frontend test suites into CI/CD pipelines. • Knowledge of React performance profiling and optimization techniques. • Prior work on workflow editors, integration tooling, or low-code / visual configuration platforms. • Operate independently on well-scoped initiatives with minimal oversight. • Take full ownership of frontend quality, including test coverage and regression prevention. • Make sound technical decisions that balance user experience, performance, and maintainability. • Proactively identify architectural risks and propose improvements. • Serve as a strong partner to backend engineering, product, and design teams.

Signals

Skill react-frontend-developer
0.57
Alias react-frontend-developer
1.00
KRA frontend-engineer
0.73

Post-classification

Centroidupdated · n=32
Alias collision log
New-role queue
New skills captured13
New KRA capturedyes

Captured for admin review

ReactFlow primary Test Automation Engineer pending
JointJS primary Test Automation Engineer pending
D3 primary Test Automation Engineer pending
SVG primary Test Automation Engineer pending
end-to-end testing primary Test Automation Engineer pending
optimization techniques Test Automation Engineer pending
design systems Test Automation Engineer pending
token-based theming Test Automation Engineer pending
shared UI foundations Test Automation Engineer pending
workflow editors Test Automation Engineer pending
integration tooling Test Automation Engineer pending
low-code platforms Test Automation Engineer pending
visual configuration platforms Test Automation Engineer pending
R&R fragment (sim 0.00) Test Automation Engineer pending

Frontend Architecture & Development • Design, build, and maintain complex frontend applications using React and TypeScript. • Develop and evolve a component-based architecture aligned with our interna…

Status: completed Created: 2026-05-27T16:39:57.150002Z Updated: 2026-06-08T06:33:45.696278Z API 3 duration: 56171 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

Test Automation Engineer

domain · Testing & Quality CASE DOMAIN

slug: test-automation-engineer · id: 52 · source: db

Domain=Testing & Quality; The JD is centered on frontend test strategy, unit/integration/e2e automation, and CI-integrated UI regression prevention, which best matches an automation-focused testing role.

Matched skills

ReactTypeScriptTailwindCSSshadcn/uiReactFlowJointJSD3SVGReact Testing LibraryPlaywrightCypressCI pipelinesARIAkeyboard navigation

Matched dimensions

Frontend Architecture & DevelopmentInteractive UI EngineeringTest Automation and CoverageAccessibility EngineeringPerformance OptimizationCross-functional Collaboration

Matched KRAs

Write and maintain unit, integration, and end-to-end testsOwn UI test strategy and coverageEnsure tests are reliable, maintainable, and integrated into CI pipelinesProactively prevent UI regressions through disciplined component designEnsure interfaces meet accessibility standardsOptimize rendering performance, bundle size, and runtime behaviorPartner closely with Product Management and DesignContribute to code reviews and raise the frontend engineering bar

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

Experience: 5.00 + years

Salary: Confidential (based on experience)

Expected Notice Period: 15 Days

Shift: (GMT+05:30) Asia/Kolkata (IST)

Opportunity Type: Remote

Placement Type: Full Time Contract for 12 Months(40 hrs a week/160 hrs a month)

(*Note: This is a requirement for one of Uplers' client - Software Development Company)

What do you need for this opportunity?

Must have skills required:

CI/CD, react, Tailwind CSS, TypeScript

Software Development Company is Looking for:

Senior Frontend Engineer: Contract Opportunity

We are seeking a Senior Frontend Engineer to help design and build sophisticated, data heavy user interfaces for our Integration Cloud. This role focuses on translating complex domain concepts—such as system configurations, data flows, and operational states—into intuitive, performant, and highly interactive web experiences.

This is a hands-on senior engineering role with deep ownership of frontend architecture, interactive UI development, and explicit responsibility for frontend and end-to-end test coverage. You will work primarily in React and TypeScript, contribute to a shared design system, and build advanced diagrammatic and SVG-based interfaces.

This is not a “UI-only” position. We are looking for an engineer with strong judgment, systems thinking, and a commitment to frontend quality, correctness, and long-term maintainability.

What You’ll Do

Frontend Architecture & Development

• Design, build, and maintain complex frontend applications using React and TypeScript.
• Develop and evolve a component-based architecture aligned with our internal design system (TailwindCSS, shadcn/ui).
• Translate high-fidelity designs into polished, production-ready interfaces.
• Ensure frontend codebases remain scalable, maintainable, and well-structured as the platform grows.



Interactive & Visual UI Engineering

• Build highly interactive, visual interfaces using diagramming and graph libraries such as ReactFlow, JointJS, D3, or similar.
• Work directly with SVG primitives to implement custom visuals, connectors, and interactions.
• Implement performant pan/zoom, drag-and-drop, selection, and layout behaviors.
• Make informed trade-offs between leveraging third-party libraries and implementing custom rendering logic.



Testing, Quality & Reliability (Core Responsibility)

• Write and maintain unit, integration, and end-to-end tests for frontend features.
• Own UI test strategy and coverage for assigned product areas and critical user flows.
• Use modern testing frameworks such as React Testing Library, Playwright, and/or Cypress.
• Ensure tests are reliable, maintainable, and integrated into CI pipelines.
• Proactively prevent UI regressions through disciplined component design and test coverage.



Accessibility, Performance & Polish

• Ensure interfaces meet accessibility standards (semantic HTML, keyboard navigation, focus management, ARIA where appropriate).
• Optimize rendering performance, bundle size, and runtime behavior for data-dense applications.
• Identify and remediate frontend technical debt.



Collaboration & Delivery

• Partner closely with Product Management and Design to shape interaction models early.
• Participate in estimation, technical planning, and execution of frontend initiatives.
• Provide clear technical input on UX complexity, performance trade-offs, and feasibility.
• Contribute to code reviews and raise the frontend engineering bar across the team. What We’re Looking For



Required Qualifications

• 5+ years of professional experience building production web applications with React and TypeScript.
• Strong hands-on experience with TailwindCSS and component libraries such as shadcn/ui or equivalents.
• Demonstrated experience building highly interactive, SVG- or canvas-based UIs.
• Practical experience with diagramming or graph libraries (ReactFlow, JointJS, D3, or similar).
• Proven experience writing frontend unit, integration, and end-to-end tests as part of normal development workflows.
• Hands-on experience with React Testing Library, Playwright, and/or Cypress.
• Strong understanding of frontend architecture, state management, and component composition.
• Ability to deliver high-quality, well-tested code in a collaborative environment.
• Strong written and verbal communication skills.



Nice to Have

• Experience building complex, data-heavy enterprise applications.
• Familiarity with design systems, token-based theming, and shared UI foundations.
• Experience integrating frontend test suites into CI/CD pipelines.
• Knowledge of React performance profiling and optimization techniques.
• Prior work on workflow editors, integration tooling, or low-code / visual configuration platforms.



Senior-Level Expectations

• Operate independently on well-scoped initiatives with minimal oversight.
• Take full ownership of frontend quality, including test coverage and regression prevention.
• Make sound technical decisions that balance user experience, performance, and maintainability.
• Proactively identify architectural risks and propose improvements.
• Serve as a strong partner to backend engineering, product, and design teams.



Why Join Us:

• Work on technically challenging problems with real-world impact.
• Build complex UI systems that go beyond typical CRUD interfaces.
• Influence frontend architecture and quality standards at a senior level.
• Collaborate with experienced engineers in a pragmatic, product-focused environment.



How to apply for this opportunity?

• Step 1: Click On Apply! And Register or Login on our portal.
• Step 2: Complete the Screening Form & Upload updated Resume
• Step 3: Increase your chances to get shortlisted & meet the client for the Interview!



About Uplers:

Our goal is to make hiring reliable, simple, and fast. Our role will be to help all our talents find and apply for relevant contractual onsite opportunities and progress in their career. We will support any grievances or challenges you may face during the engagement.

(Note: There are many more opportunities apart from this on the portal. Depending on the assessments you clear, you can apply for them as well).

So, if you are ready for a new challenge, a great work environment, and an opportunity to take your career to the next level, don't hesitate to apply today. We are waiting for you!

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

React Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: React id=610 · react

Aliases — catalog

  • React (CANONICAL) primary
  • React 0.13 (VERSION)
  • React 0.14 (VERSION)
  • React 15 (VERSION)
  • React 15.x (VERSION)
  • React 16 (VERSION)
  • React 16.x (VERSION)
  • React 17 (VERSION)
  • React 17.x (VERSION)
  • React 18 (VERSION)
  • React 18.x (VERSION)
  • React 19 (VERSION)
  • React v15 (VERSION)
  • React v16 (VERSION)
  • React v17 (VERSION)
  • React v18 (VERSION)
  • React v19 (VERSION)
  • ReactJS 18 (VERSION)
  • react 15 (VERSION)
  • react 16 (VERSION)
  • react 17 (VERSION)
  • react 18 (VERSION)
  • react 19 (VERSION)
  • react15 (VERSION)
  • react16 (VERSION)
  • react17 (VERSION)
  • react18 (VERSION)
  • react19 (VERSION)
  • reactjs 18 (VERSION)

Context tags (catalog)

Babel Class Components Component Lifecycle Context API Functional Components Higher-Order Components Hooks JSX Next.js PropTypes Props React Native React Router Redux SSR State Management Styled Components Testing Library TypeScript Virtual DOM Webpack component lifecycle context API frontend hooks props state management useEffect useState virtual DOM

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Frontend Framework
Vendor
Meta
License
mit
Year introduced
2013
Confidence
0.98
Version strategy
SEPARATE_ENTITY
Version tag
18

Maturity reasoning: React appears in high-volume frontend job postings across startups and enterprises and remains a default hiring-pipeline skill, with strong GitHub/npm usage and ecosystem activity.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
1072
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Application Frameworks & Libraries Catalog dimension db id 451

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Frameworks & Libraries Catalog dimension db id 360

    Library dimension (catalog)

    Roles linked in library: Drupal Dev, Engineering Manager

  • Frontend Frameworks and Libraries Catalog dimension db id 434

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

  • JavaScript for WordPress Catalog dimension db id 329

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • React Component Architecture Catalog dimension db id 302

    Library dimension (catalog)

    Roles linked in library: React Frontend Developer

  • UI Frameworks and Rendering Catalog dimension db id 115

    Library dimension (catalog)

    Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Component Architecture
react-component-architecture
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
UI Frameworks and Rendering
ui-frameworks-and-rendering
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
TypeScript Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: TypeScript id=524 · typescript

Aliases — catalog

  • TypeScript (CANONICAL) primary
  • TypeScript 5 (VERSION)
  • TypeScript 5.x (VERSION)
  • ts (VERSION)
  • ts5 (VERSION)
  • typescript 5 (VERSION)
  • typescript 5.x (VERSION)
  • typescript5 (VERSION)

Context tags (catalog)

Angular Async/Await Decorator Deno ESLint Generics GraphQL Interfaces JavaScript Jest NestJS Next.js Node.js Promise React Redux RxJS TypeORM Vite Vue Vue.js Webpack async/await decorators generics interfaces module resolution npm strict mode tsconfig type annotations type guards type inference type safety yarn

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Microsoft
License
apache_2
Year introduced
2012
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: TypeScript is a hiring-pipeline staple: it appears in a large share of modern web/frontend and Node.js job descriptions, and major frameworks like Angular and Next.js recommend it by default.

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

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer

  • Programming Languages for XR Catalog dimension db id 97

    Library dimension (catalog)

    Roles linked in library: AR/VR Engineer

  • 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
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 skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for XR
programming-languages-for-xr
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)
TailwindCSS 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 skipped (dimension not under chosen role)
shadcn/ui Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: shadcn/ui id=632 · shadcn-ui

Aliases — catalog

  • shadcn/ui (CANONICAL) primary

Context tags (catalog)

CSS variables CSS-in-JS JavaScript Lucide Next.js Radix UI React Storybook Tailwind CSS TypeScript UI components UI design UI/UX accessibility accessible components class-variance-authority component design component library component-based dark mode design system design tokens frontend development headless UI modular architecture modular components responsive design state management storybook theming user experience

Stored enrichment (catalog DB)

Category
Library
Sub-category
Ui Component Library
Vendor
shadcn
License
mit
Year introduced
2022
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: shadcn/ui is increasingly listed in frontend job descriptions and has strong GitHub adoption, but it’s still far from universal compared with React/MUI/Tailwind staples.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
EMERGING
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 skipped (dimension not under chosen role)
ReactFlow 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
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
JointJS 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
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
D3 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
Data Visualization
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SVG 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 Technologies
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
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)
integration testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Integration testing id=56 · integration-testing

Aliases — catalog

  • Integration testing (CANONICAL) primary
  • integration testing (CANONICAL)

Context tags (catalog)

API testing CI/CD Cucumber JUnit Selenium behavior-driven development continuous integration contract testing end-to-end end-to-end testing fixtures mocking pytest quality assurance regression testing smoke testing stubs system testing test automation test cases test coverage test data test frameworks test harness test strategy test suite test-driven development

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: Integration testing is a standard QA skill in job descriptions across backend, frontend, and DevOps roles; it’s commonly paired with CI/CD and tools like Jest, Cypress, and Testcontainers.

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)

  • Testing and Defect Resolution Catalog dimension db id 262

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Testing and Quality Assurance Catalog dimension db id 12

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Testing and Defect Resolution
testing-and-defect-resolution
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Testing and Quality Assurance
testing-and-quality-assurance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
end-to-end testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: end-to-end tests id=58 · end-to-end-tests

Aliases — catalog

  • end-to-end tests (CANONICAL) primary

Context tags (catalog)

CI/CD Cypress Playwright Puppeteer Selenium TestCafe UI automation WebDriver browser automation integration tests mocking regression testing smoke tests test fixtures test harness

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: Commonly listed in QA/SDET and frontend/backend JDs; tools like Cypress, Playwright, and Selenium show strong GitHub and job-market demand for E2E testing.

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)

  • Testing and Quality Assurance Catalog dimension db id 12

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Testing and Quality Assurance
testing-and-quality-assurance
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
React Testing Library Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: React Testing Library id=2548 · react-testing-library

Aliases — catalog

  • React Testing Library (CANONICAL) primary

Context tags (catalog)

Jest RTL accessibility testing asynchronous testing debugging fireEvent integration tests mocking queries react-hooks screen snapshot testing test cases test-driven development unit tests user interactions

Stored enrichment (catalog DB)

Category
Library
Sub-category
Testing Library
Vendor
Testing Library
License
mit
Year introduced
2018
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common in React job descriptions and testing stacks; widely adopted alongside Jest/Vitest for component testing, with strong GitHub usage and ecosystem docs.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
7
Sub-category id
491
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Frontend Testing and E2E Automation Catalog dimension db id 122

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Playwright Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Playwright id=654 · playwright

Aliases — catalog

  • Playwright (CANONICAL) primary
  • playwright (VERSION)
  • playwright 1 (VERSION)
  • playwright v1 (VERSION)
  • pw (VERSION)
  • pw 1 (VERSION)

Context tags (catalog)

API testing CI/CD CI/CD integration JavaScript JavaScript testing TypeScript browser automation cross-browser element selectors end-to-end testing fixture management fixtures headless headless mode locator locator strategies mocking network interception page object model parallel execution parallelization screenshot screenshot testing selectors test fixtures test isolation test runner test scripts trace viewer video recording visual regression web automation

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Testing Tool
Vendor
Microsoft
License
mit
Year introduced
2019
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Playwright appears frequently in QA/SDET and frontend job descriptions and is widely adopted for cross-browser E2E testing, with strong GitHub activity and vendor-backed releases from Microsoft.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
513
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Frontend Testing and E2E Automation Catalog dimension db id 122

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • Testing and Integration Validation Catalog dimension db id 217

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Testing and Integration Validation
testing-and-integration-validation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cypress Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Cypress id=655 · cypress

Aliases — catalog

  • Cypress (CANONICAL) primary

Context tags (catalog)

API testing BDD CI/CD Chai Cypress Dashboard Cypress commands E2E JavaScript Mocha TypeScript UI testing automated testing browser testing command log cross-browser testing custom commands dashboard end-to-end testing fixture fixtures integration testing network interception plugins selectors spies spying stubbing stubs test automation test runner visual testing

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Testing Tool
Vendor
Cypress.io
License
mit
Year introduced
2015
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Cypress appears in many QA/frontend job descriptions and is a common E2E testing tool in hiring pipelines, alongside Playwright/Selenium rather than being niche or sunset.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
513
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Frontend Testing and E2E Automation Catalog dimension db id 122

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • Testing and Integration Validation Catalog dimension db id 217

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Testing and Integration Validation
testing-and-integration-validation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: CodeIgniter id=3801 · codeigniter

Aliases — catalog

  • CodeIgniter (CANONICAL) primary
  • CI (VERSION)
  • CI4 (VERSION)
  • CodeIgniter 4 (VERSION)
  • CodeIgniter4 (VERSION)

Context tags (catalog)

CodeIgniter 4 MVC PHP RESTful active record composer database migration form validation helpers hooks libraries pagination routing security features session management unit testing

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Web Framework
Vendor
British Columbia Institute of Technology
License
mit
Year introduced
2006
Confidence
0.99
Version strategy
SEPARATE_ENTITY
Version tag
4

Maturity reasoning: CodeIgniter still appears in some PHP job postings, but JD volume is far below Laravel/Symfony and new projects usually choose those instead; GitHub activity is steady but not a broad hiring staple.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
35
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Web Application Frameworks Catalog dimension db id 2

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer, Java Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Web Application Frameworks
web-application-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
semantic HTML Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: semantic HTML id=647 · semantic-html

Aliases — catalog

  • semantic HTML (CANONICAL) primary

Context tags (catalog)

ARIA HTML5 SEO WAI-ARIA accessibility alt text article aside best practices content hierarchy document outline document structure figcaption figure footer form labels header landmarks main markup markup best practices metadata microdata nav progressive enhancement responsive design schema.org screen readers section semantic tags structured data user experience web standards

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Html Semantics Concept
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: Semantic HTML is a standard front-end requirement in many web JDs and accessibility checklists; MDN and WCAG guidance keep it mainstream rather than niche or sunsetted.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
3407
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Accessibility Standards and Testing Catalog dimension db id 121

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • Accessibility and Semantic Markup Catalog dimension db id 430

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Accessibility Standards and Testing
accessibility-standards-and-testing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Accessibility and Semantic Markup
accessibility-and-semantic-markup
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
keyboard navigation Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: keyboard navigation id=649 · keyboard-navigation

Aliases — catalog

  • keyboard navigation (CANONICAL) primary

Context tags (catalog)

ARIA ARIA landmarks ARIA roles UI patterns UX design WCAG WCAG 2.1 accessibility accessibility standards accessibility testing accessible name assistive technology focus management focus ring focus trap focus trapping form navigation input methods keyboard accessibility keyboard focus keyboard shortcuts keyboard trap keyboard-only navigation keyboard-only users modal dialog modal dialogs navigation flow navigation patterns navigational efficiency roving tabindex screen reader semantic HTML shortcut keys skip link tab key tab order tabindex user experience user interface web accessibility

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Accessibility Concept
Confidence
0.92
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common accessibility requirement in JDs and WCAG-aligned audits; many product teams explicitly ask for keyboard-only navigation support in frontend roles.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
304
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Accessibility Standards and Testing Catalog dimension db id 121

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • Accessibility and Internationalization Catalog dimension db id 93

    Library dimension (catalog)

    Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, React Native Developer, iOS Developer

  • Accessibility and Semantic Markup Catalog dimension db id 430

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Accessibility Standards and Testing
accessibility-standards-and-testing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Accessibility and Internationalization
accessibility-and-internationalization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Accessibility and Semantic Markup
accessibility-and-semantic-markup
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
focus management Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: focus management id=650 · focus-management

Aliases — catalog

  • focus management (CANONICAL) primary

Context tags (catalog)

Pomodoro technique WCAG accessibility testing accessible name aria-hidden aria-modal attention control attention span cognitive load deep work distraction reduction distraction-free environment optimization environmental design flow state focus ring focus strategies focus techniques focus trap goal setting keyboard navigation mental clarity mindfulness mindfulness techniques modal dialog pomodoro technique productivity hacks productivity tools roving tabindex screen reader single-page application single-tasking skip link tab order tabindex task prioritization time blocking visual cues workflow efficiency workflow management workflow optimization workplace ergonomics

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Accessibility Concept
Confidence
0.92
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common accessibility requirement in web/mobile JDs and design systems; WCAG/ARIA guidance and browser support make focus management a standard hiring-pipeline skill.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
304
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Accessibility Standards and Testing Catalog dimension db id 121

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • Accessibility and Internationalization Catalog dimension db id 93

    Library dimension (catalog)

    Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, React Native Developer, iOS Developer

  • Accessibility and Semantic Markup Catalog dimension db id 430

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Accessibility Standards and Testing
accessibility-standards-and-testing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Accessibility and Internationalization
accessibility-and-internationalization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Accessibility and Semantic Markup
accessibility-and-semantic-markup
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
ARIA Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: ARIA id=646 · aria

Aliases — catalog

  • ARIA (CANONICAL) primary
  • ARIA 1.0 (VERSION)
  • ARIA 1.1 (VERSION)
  • ARIA 1.2 (VERSION)
  • ARIA1.0 (VERSION)
  • ARIA1.1 (VERSION)
  • ARIA1.2 (VERSION)
  • ARIA2 (VERSION)
  • WAI ARIA 1.2 (VERSION)
  • WAI-ARIA 1.0 (VERSION)
  • WAI-ARIA 1.1 (VERSION)
  • WAI-ARIA 1.2 (VERSION)
  • aria 1.2 (VERSION)
  • aria1.2 (VERSION)

Context tags (catalog)

ARIA attributes ARIA best practices ARIA landmarks ARIA properties ARIA roles ARIA states WAI-ARIA WCAG accessibility tree accessible design accessible forms accessible name accessible rich internet applications aria-hidden aria-label aria-labelledby assistive technologies assistive technology compliance compliance standards dynamic content focus management inclusive design keyboard navigation landmark roles landmarks live region live regions property role role attribute screen reader screen readers semantic HTML state tabindex user experience web accessibility

Stored enrichment (catalog DB)

Category
Standard
Sub-category
Accessibility Standard
Vendor
W3C
License
other_open
Year introduced
2014
Confidence
0.98
Version strategy
SEPARATE_ENTITY
Version tag
1.2

Maturity reasoning: ARIA is widely required in frontend/accessibility job descriptions and is a core WAI-ARIA web standard used across modern browsers and frameworks; it’s a common hiring-pipeline expectation for accessible UI work.

Skill profile (library / DB)

Skill nature
STANDARD
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
12
Sub-category id
502
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Accessibility Standards and Testing Catalog dimension db id 121

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • Accessibility and Internationalization Catalog dimension db id 93

    Library dimension (catalog)

    Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, React Native Developer, iOS Developer

  • Accessibility and Semantic Markup Catalog dimension db id 430

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

  • 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
Accessibility Standards and Testing
accessibility-standards-and-testing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Accessibility and Internationalization
accessibility-and-internationalization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Accessibility and Semantic Markup
accessibility-and-semantic-markup
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web Standards & Compliance
web-standards-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
state management Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: state management id=452 · state-management

Aliases — catalog

  • state management (CANONICAL) primary

Context tags (catalog)

Context API Flux MobX NgRx Recoil Redux Vuex Zustand actions hydration immutable state reducers selectors state tree store

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Application State Concept
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: State management is a common hiring-pipeline topic in frontend JDs (React/Redux, Vuex, NgRx) and appears across major frameworks, indicating broad adoption rather than a niche tool.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
307
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Screen Navigation and State Catalog dimension db id 83

    Library dimension (catalog)

    Roles linked in library: Android Developer, Flutter Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Native Mobile Developer, React Native Developer, iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Screen Navigation and State
screen-navigation-and-state
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
component composition Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: component composition id=4294 · component-composition

Aliases — catalog

  • component composition (CANONICAL) primary

Context tags (catalog)

Angular HOCs React UI libraries Vue component hierarchy composition API declarative programming functional components higher-order components modular design props render props slots state management

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Ui Composition Concept
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common UI concept across React, Vue, and Angular job descriptions; component-based architecture is a standard hiring-pipeline expectation in frontend roles.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
3352
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Frontend Architecture and Code Organization Catalog dimension db id 128

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Frontend Architecture and Code Organization
frontend-architecture-and-code-organization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: CI/CD id=1190 · ci-cd

Aliases — catalog

  • CI/CD (CANONICAL)

Context tags (catalog)

Ansible CircleCI Docker GitLab CI Jenkins Kubernetes Terraform Travis CI automated testing build automation continuous deployment continuous integration deployment pipelines monitoring version control

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Ci Cd Process
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: CI/CD appears in a large share of software engineering JDs and is a standard requirement across DevOps, platform, and backend roles; major vendors like GitHub, GitLab, and AWS all center product roadmaps on CI/CD pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
900
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CI/CD Pipeline Platforms Catalog dimension db id 150

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

  • CI/CD for Machine Learning Catalog dimension db id 56

    Library dimension (catalog)

    Roles linked in library: ML Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
performance profiling Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Performance profiling id=3754 · performance-profiling

Aliases — catalog

  • Performance profiling (CANONICAL) primary

Context tags (catalog)

CPU usage benchmarking bottleneck identification call graph execution time latency analysis load testing memory allocation optimization techniques performance metrics performance tuning profiling tools resource utilization system monitoring throughput measurement

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Profiling Process
Confidence
0.86
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common in engineering JDs for backend, mobile, and systems roles; tools like pprof, perf, and Chrome DevTools are standard in performance-tuning workflows, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
2939
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Magento Caching and Performance Catalog dimension db id 404

    Library dimension (catalog)

    Roles linked in library: Magento Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Magento Caching and Performance
magento-caching-and-performance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
optimization techniques 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
Software Engineering
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
design systems 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
UI/UX
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
token-based theming 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
UI/UX
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
shared UI foundations 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
UI/UX
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
workflow editors 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
integration tooling 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
low-code platforms 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
Development Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
visual configuration platforms 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
Development Platforms
Sub-category
general
Skill nature
PLATFORM
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
React in_db
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
React Component Architecture
react-component-architecture
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
UI Frameworks and Rendering
ui-frameworks-and-rendering
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
TypeScript in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
TypeScript in_db
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
TypeScript in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
TypeScript in_db
Programming Languages for XR
programming-languages-for-xr
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
TypeScript in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
TailwindCSS in_db
CSS Architecture and Styling
css-architecture-and-styling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
shadcn/ui in_db
Component Libraries and Design Systems
component-libraries-and-design-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
unit testing in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
integration testing in_db
Testing and Defect Resolution
testing-and-defect-resolution
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
integration testing in_db
Testing and Quality Assurance
testing-and-quality-assurance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
end-to-end testing new
Testing and Quality Assurance
testing-and-quality-assurance
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
React Testing Library in_db
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Playwright in_db
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Playwright in_db
Testing and Integration Validation
testing-and-integration-validation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cypress in_db
Frontend Testing and E2E Automation
frontend-testing-and-e2e-automation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cypress in_db
Testing and Integration Validation
testing-and-integration-validation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI in_db
Web Application Frameworks
web-application-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
semantic HTML in_db
Accessibility Standards and Testing
accessibility-standards-and-testing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
semantic HTML in_db
Accessibility and Semantic Markup
accessibility-and-semantic-markup
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
keyboard navigation in_db
Accessibility Standards and Testing
accessibility-standards-and-testing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
keyboard navigation in_db
Accessibility and Internationalization
accessibility-and-internationalization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
keyboard navigation in_db
Accessibility and Semantic Markup
accessibility-and-semantic-markup
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
focus management in_db
Accessibility Standards and Testing
accessibility-standards-and-testing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
focus management in_db
Accessibility and Internationalization
accessibility-and-internationalization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
focus management in_db
Accessibility and Semantic Markup
accessibility-and-semantic-markup
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
ARIA in_db
Accessibility Standards and Testing
accessibility-standards-and-testing
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
ARIA in_db
Accessibility and Internationalization
accessibility-and-internationalization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
ARIA in_db
Accessibility and Semantic Markup
accessibility-and-semantic-markup
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
ARIA in_db
Web Standards & Compliance
web-standards-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
state management in_db
Screen Navigation and State
screen-navigation-and-state
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
component composition in_db
Frontend Architecture and Code Organization
frontend-architecture-and-code-organization
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
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CI/CD in_db
CI/CD for Machine Learning
ci-cd-for-machine-learning
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performance profiling in_db
Magento Caching and Performance
magento-caching-and-performance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed ReactFlow | type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed JointJS | type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed D3 | type=Data Visualization subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed SVG | type=Web Technologies subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed optimization techniques | type=Software Engineering subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed design systems | type=UI/UX subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed token-based theming | type=UI/UX subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed shared UI foundations | type=UI/UX subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed workflow editors | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed integration tooling | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed low-code platforms | type=Development Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed visual configuration platforms | type=Development Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
dimension_skill_link_proposed end-to-end testing ↔ Testing and Quality Assurance
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Frontend Engineer
CompanyUplers
Experience5.00 + years
CTC{'max': None, 'min': None, 'raw': 'Confidential (based on experience)', 'period': None, 'currency': None}
DomainIT Services & Consulting
Location(remote)
JD type pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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}
API 2 — extract-details
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              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "CI/CD for Machine Learning",
            "id": 56,
            "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
            "slug": "ci-cd-for-machine-learning",
            "source": "db"
          },
          "input_skill": "CI/CD",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "ML Engineer",
              "id": 3,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "CI/CD",
      "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": "Performance profiling",
          "alias_type": "CANONICAL",
          "id": 5376,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Performance profiling",
        "id": 3754,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "performance-profiling",
        "sub_category_id": 2939,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Magento Caching and Performance",
            "id": 404,
            "rationale": "Performance tuning specific to Magento storefronts and their rendering pipeline. This includes cache layers, page generation costs, and practical optimizations that preserve upgradeability while improving shopper experience.",
            "slug": "magento-caching-and-performance",
            "source": "db"
          },
          "input_skill": "performance profiling",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Magento Dev",
              "id": 231,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "magento-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "performance profiling",
      "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": "optimization techniques",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Software Engineering",
          "skill_nature": "CONCEPT",
          "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": "optimization-techniques",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "design systems",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "UI/UX",
          "skill_nature": "CONCEPT",
          "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": "design-systems",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "token-based theming",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "UI/UX",
          "skill_nature": "CONCEPT",
          "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": "token-based-theming",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "shared UI foundations",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "UI/UX",
          "skill_nature": "CONCEPT",
          "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": "shared-ui-foundations",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "workflow editors",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development 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": "workflow-editors",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "integration tooling",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development 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": "integration-tooling",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "low-code platforms",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Platforms",
          "skill_nature": "PLATFORM",
          "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": "low-code-platforms",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "visual configuration platforms",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Platforms",
          "skill_nature": "PLATFORM",
          "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": "visual-configuration-platforms",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "ReactFlow",
    "JointJS",
    "D3",
    "SVG",
    "optimization techniques",
    "design systems",
    "token-based theming",
    "shared UI foundations",
    "workflow editors",
    "integration tooling",
    "low-code platforms",
    "visual configuration platforms"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Test Automation Engineer",
    "id": 52,
    "rationale": "Domain=Testing \u0026 Quality; The JD is centered on frontend test strategy, unit/integration/e2e automation, and CI-integrated UI regression prevention, which best matches an automation-focused testing role.",
    "role_archetype": "QA",
    "slug": "test-automation-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "React",
      "tag": "in_db"
    },
    {
      "skill": "TypeScript",
      "tag": "in_db"
    },
    {
      "skill": "TailwindCSS",
      "tag": "in_db"
    },
    {
      "skill": "shadcn/ui",
      "tag": "in_db"
    },
    {
      "skill": "ReactFlow",
      "tag": "new"
    },
    {
      "skill": "JointJS",
      "tag": "new"
    },
    {
      "skill": "D3",
      "tag": "new"
    },
    {
      "skill": "SVG",
      "tag": "new"
    },
    {
      "skill": "unit testing",
      "tag": "in_db"
    },
    {
      "skill": "integration testing",
      "tag": "in_db"
    },
    {
      "skill": "end-to-end testing",
      "tag": "in_db"
    },
    {
      "skill": "React Testing Library",
      "tag": "in_db"
    },
    {
      "skill": "Playwright",
      "tag": "in_db"
    },
    {
      "skill": "Cypress",
      "tag": "in_db"
    },
    {
      "skill": "CI",
      "tag": "in_db"
    },
    {
      "skill": "semantic HTML",
      "tag": "in_db"
    },
    {
      "skill": "keyboard navigation",
      "tag": "in_db"
    },
    {
      "skill": "focus management",
      "tag": "in_db"
    },
    {
      "skill": "ARIA",
      "tag": "in_db"
    },
    {
      "skill": "state management",
      "tag": "in_db"
    },
    {
      "skill": "component composition",
      "tag": "in_db"
    },
    {
      "skill": "CI/CD",
      "tag": "in_db"
    },
    {
      "skill": "performance profiling",
      "tag": "in_db"
    },
    {
      "skill": "optimization techniques",
      "tag": "new"
    },
    {
      "skill": "design systems",
      "tag": "new"
    },
    {
      "skill": "token-based theming",
      "tag": "new"
    },
    {
      "skill": "shared UI foundations",
      "tag": "new"
    },
    {
      "skill": "workflow editors",
      "tag": "new"
    },
    {
      "skill": "integration tooling",
      "tag": "new"
    },
    {
      "skill": "low-code platforms",
      "tag": "new"
    },
    {
      "skill": "visual configuration platforms",
      "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": 52,
        "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": "React",
        "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": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "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": "React",
        "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": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Frontend Frameworks and Libraries",
          "id": 434,
          "rationale": "Utilizing modern JavaScript frameworks and Shopify libraries to build dynamic and interactive storefronts.",
          "slug": "frontend-frameworks-and-libraries",
          "source": "db"
        },
        "dimension_id": 434,
        "input_skill": "React",
        "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": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "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": "React",
        "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": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Component Architecture",
          "id": 302,
          "rationale": "Building reusable React components, composing props and children, and managing rendering behavior across feature screens. This is the primary framework cluster for a React frontend developer.",
          "slug": "react-component-architecture",
          "source": "db"
        },
        "dimension_id": 302,
        "input_skill": "React",
        "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": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "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": "React",
        "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": "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": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          },
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "Ionic Developer",
            "id": 434,
            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "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": "TypeScript",
        "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": 524,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "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": "TypeScript",
        "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"
          },
          {
            "display_name": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
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        "input_skill": "ARIA",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
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            "display_name": "WordPress Dev",
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        ],
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        "dimension_id": 83,
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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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            "display_name": "Fullstack Developer",
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            "display_name": "Hybrid Mobile Developer",
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          {
            "display_name": "Native Mobile Developer",
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            "display_name": "React Native Developer",
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        ],
        "skill_dimension_saved": true,
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            "display_name": "Angular Frontend Developer",
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        ],
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        ],
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        ],
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        "roles_from_db": [
          {
            "display_name": "Magento Dev",
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        ],
        "skill_dimension_saved": true,
        "skill_id": 3754,
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    "skill_dimension_saved": 0,
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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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