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Pipeline run

38084648-7f01-433d-9235-84eca69bd50e

Pipeline LLM cost (USD)
API 1: $0.0089 API 2: $0.0002 API 3: $0.0000 Total: $0.0092

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Backend API integration
Build MVP frontend features for an AI insights SaaS: reusable React/TypeScript components, REST/auth integration, UI state, and polished responsive interfaces; also add testing, telemetry, and collaborate with product/design to turn data models and workflows into usable screens.
""Integrate frontend with backend APIs and authentication logic (Firebase)""
Tech stack maturity
Mainstream Modern
React, REST, and TypeScript are widely adopted modern frontend technologies, indicating a mainstream modern stack rather than legacy or bleeding-edge.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.20 / 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): AI, ML, AI/ML
Evidence — skills matched in JD (17)
React TypeScript REST Firebase Auth React Testing Library Tailwind Styled Components CI Git Firebase Segment GTM Agile Jira Slack GitHub Teams
Skill cluster (7 dimension groups, role-scoped)
CSS Architecture and Styling
Tailwind
Frontend Testing and E2E Automation
React Testing Library
Integration Protocols & Standards
REST
JavaScript and TypeScript
TypeScript
UI Frameworks and Rendering
React
Vendor Product Ecosystems
Firebase
Cross-cutting / unaligned
Firebase Auth Styled Components CI Git Segment GTM Agile Jira Slack GitHub Teams
Show KRA description ↓
Client is supporting an innovative early-stage SaaS company that is building a first-of-its-kind AI insights platform for commercial teams. The platform ingests and analyses customer conversations and related sales/marketing data to surface actionable insights—automating work typically handled manually by strategy teams. Following a comprehensive discovery process, the company is entering its MVP build phase with a clearly defined scope, modern technical architecture, and a growing cross-functional team. This is a rare opportunity for a frontend engineer to contribute from the ground up - shaping architecture, building reusable components, and delivering intuitive, high-impact interfaces in a fast-moving, AI-driven environment. Technical/Product • 4+ years of experience with React in production environments • 2+ years using TypeScript for robust, maintainable code • Experience integrating with REST APIs and managing complex UI state • Familiarity with authentication flows (Firebase Auth or equivalent) • Confidence with component testing frameworks (e.g. React Testing Library) • Experience working with styling libraries or frameworks (e.g. Tailwind, Styled Components) • Comfortable with CI integration and Git-based workflows • Able to translate backend data models and workflows into intuitive UIs Business & Delivery • Experience in early-stage product delivery, ideally in SaaS startups • Familiarity with AI/ML-enabled or data-intensive products is a plus • Understands how to balance speed, usability, and long-term maintainability Soft Skills • High autonomy and ownership—able to unblock, prioritise, and execute in a lean environment • Strong UX instincts and empathy for end users • Clear, concise communicator—able to align quickly with Product and Engineering • Calm under pressure, pragmatic, and collaborative • Build performant, testable UI components using React and TypeScript • Integrate frontend with backend APIs and authentication logic (Firebase) • Translate business rules and flows into clean, intuitive UIs • Ensure responsive, production-grade UX across platforms and viewports • Implement basic frontend telemetry and analytics (e.g. Segment, GTM) • Contribute to frontend architecture and reusability to enable rapid iteration • Collaborate closely with design, backend, and product leads in Agile ceremonies • Identify and escalate risks or blockers proactively • Platform UI is intuitive, performant, and production-ready at MVP# • Core features (e.g. insight tagging, browsing, content generation) are clearly scoped and well-executed • Frontend patterns support future iteration and feature expansion • Frontend telemetry supports structured feedback and usage tracking • Cross-functional collaboration is smooth and unblocked • Agile delivery (methodology TBC) • Tooling includes: Jira, Slack, GitHub, Teams • Ceremonies: ○ Daily standups (15 mins) ○ Weekly backlog grooming (1 hr) ○ Fortnightly sprint planning, demos, retrospectives (1 hr each)

Signals

Skill full-stack-engineer
1.00
Alias frontend-engineer
1.00
KRA frontend-engineer
0.65

Post-classification

Centroidupdated · n=269
Alias collision log#628
New-role queue
New skills captured7
New KRA captured

Captured for admin review

Firebase Auth Frontend Developer pending
Styled Components Frontend Developer pending
Segment Frontend Developer pending
GTM Frontend Developer pending
Jira Frontend Developer pending
Slack Frontend Developer pending
Teams Frontend Developer pending
Status: completed Created: 2026-05-27T15:09:59.391202Z Updated: 2026-06-12T16:48:19.144847Z API 3 duration: 150813 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Frontend Developer

React Frontend Developer

sub-role · 0.80 CASE D

slug: frontend-engineer · id: 7 · source: db · sub-role slug: react-frontend-developer

LLM2 picked react-frontend-developer (confidence 0.80)

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
2
Skipped

Job description

Experience: 4.00 + years

Salary: USD 2500-2857 / month (based on experience)

Expected Notice Period: 15 Days

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

Opportunity Type: Remote

Placement Type: Full Time Contract for 3 Months(40 hrs a week/160 hrs a month)

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

What do you need for this opportunity?

Must have skills required:

Familiarity with AI/ML-enabled or data-intensive products is a plus, react, RESTAPI, TypeScript, Firebase, Styling frameworks

LL is Looking for:

Role: Frontend Engineer

Overview

Client is supporting an innovative early-stage SaaS company that is building a

first-of-its-kind AI insights platform for commercial teams. The platform ingests and

analyses customer conversations and related sales/marketing data to surface actionable

insights—automating work typically handled manually by strategy teams.

Following a comprehensive discovery process, the company is entering its MVP build

phase with a clearly defined scope, modern technical architecture, and a growing

cross-functional team. This is a rare opportunity for a frontend engineer to contribute

from the ground up - shaping architecture, building reusable components, and delivering

intuitive, high-impact interfaces in a fast-moving, AI-driven environment.

Engagement Details

• Start Date: Immediate
• Location: Fully remote
• Working Hours: 8h/day, availability required during UK business hours
• Timezone: GMT/BST preferred



About The Project

We’re looking for a Frontend Engineer to help build the first version of a novel, AI-powered

insights platform. This is a greenfield opportunity to shape the frontend architecture,

establish reusable patterns, and create intuitive, high-impact user experiences from day

one.

You’ll be working in a lean, high-performing cross-functional team alongside Product,

Design, Backend, and ML engineers. The MVP has a clearly defined scope and modern

architecture (React, TypeScript, Firebase, GCP), and we’re now moving into active

development.

This role is ideal for someone who enjoys turning complex data and workflows into

elegant, responsive UIs. You’ll have direct influence over product usability and technical

decisions, with your work immediately visible to users and core to the platform’s early

success.

Must-Have Experience & Skills

Technical/Product

• 4+ years of experience with React in production environments
• 2+ years using TypeScript for robust, maintainable code
• Experience integrating with REST APIs and managing complex UI state
• Familiarity with authentication flows (Firebase Auth or equivalent)
• Confidence with component testing frameworks (e.g. React Testing Library)
• Experience working with styling libraries or frameworks (e.g. Tailwind, Styled



Components)

• Comfortable with CI integration and Git-based workflows
• Able to translate backend data models and workflows into intuitive UIs



Business & Delivery

• Experience in early-stage product delivery, ideally in SaaS startups
• Familiarity with AI/ML-enabled or data-intensive products is a plus
• Understands how to balance speed, usability, and long-term maintainability



Soft Skills

• High autonomy and ownership—able to unblock, prioritise, and execute in a lean



environment

• Strong UX instincts and empathy for end users
• Clear, concise communicator—able to align quickly with Product and Engineering
• Calm under pressure, pragmatic, and collaborative



Responsibilities

• Build performant, testable UI components using React and TypeScript
• Integrate frontend with backend APIs and authentication logic (Firebase)
• Translate business rules and flows into clean, intuitive UIs
• Ensure responsive, production-grade UX across platforms and viewports
• Implement basic frontend telemetry and analytics (e.g. Segment, GTM)
• Contribute to frontend architecture and reusability to enable rapid iteration
• Collaborate closely with design, backend, and product leads in Agile ceremonies
• Identify and escalate risks or blockers proactively



Success Criteria

• Platform UI is intuitive, performant, and production-ready at MVP#
• Core features (e.g. insight tagging, browsing, content generation) are clearly



scoped and well-executed

• Frontend patterns support future iteration and feature expansion
• Frontend telemetry supports structured feedback and usage tracking
• Cross-functional collaboration is smooth and unblocked



Working Practices

• Agile delivery (methodology TBC)
• Tooling includes: Jira, Slack, GitHub, Teams
• Ceremonies:



○ Daily standups (15 mins)

○ Weekly backlog grooming (1 hr)

○ Fortnightly sprint planning, demos, retrospectives (1 hr each)

Additional Information

• Equipment: BYOD
• Onboarding: Includes intro sessions with team leads across engineering, product,



and delivery

• All work is fully remote. Travel (if ever required) will be covered by the client.
• Work eligibility excludes candidates in regions subject to UK financial sanctions.



Assessment Process

• CV Review – Validate experience with React, TS, and scalable UI patterns
• Screening Call (20 mins) – Technical screening to understand experience
• Live Coding Task (1 hr) – Focus on React + TS fluency, architecture approach
• Final Interview (30 mins) – Cultural fit, collaboration instincts, MVP mindset



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 saved
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 saved
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)
REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST id=11 · rest

Aliases — catalog

  • REST (CANONICAL) primary

Context tags (catalog)

API API design API versioning CRUD DELETE GET HATEOAS HTTP JSON OAuth OAuth2 OpenAPI POST PUT Postman RESTful Swagger URI Webhooks XML authentication client-server content negotiation endpoint endpoints middleware resource resource-oriented serialization stateless status codes versioning web services

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Api Architecture Style
Year introduced
2000
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2122
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

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

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Standards, Protocols & Compliance Catalog dimension db id 452

    Library dimension (catalog)

    Roles linked in library: Engineering Manager, Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards, Protocols & Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase Auth Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Firebase Authentication id=996 · firebase-authentication

Aliases — catalog

  • Firebase Authentication (CANONICAL) primary

Context tags (catalog)

Anonymous Authentication Custom Authentication Email/Password Firebase Console Firebase SDK Firestore Google Sign-In JWT Multi-Factor Authentication OAuth Real-time Database Security Rules Social Login User Management User Sessions

Stored enrichment (catalog DB)

Category
Service
Sub-category
Authentication Service
Vendor
Google
License
proprietary
Year introduced
2016
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Commonly listed in mobile/web JDs for auth and social login; Google actively maintains Firebase Auth with broad docs and SDK support, indicating strong market adoption.

Skill profile (library / DB)

Skill nature
CLOUD_SERVICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
11
Sub-category id
716
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Google & Firebase Services Catalog dimension db id 165

    Library dimension (catalog)

    Roles linked in library: Android Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Google & Firebase Services
google-firebase-services
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
React Testing Library Secondary 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 saved
Tailwind Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Tailwind CSS id=627 · tailwind-css

Aliases — catalog

  • Tailwind CSS (CANONICAL) primary
  • tailwind (VERSION)
  • tailwind 3 (VERSION)
  • tailwind 3.x (VERSION)
  • tailwind css (VERSION)
  • tailwind v3 (VERSION)
  • tailwindcss (VERSION)
  • tailwindcss v3 (VERSION)

Context tags (catalog)

@apply CSS Grid CSS variables CSS-in-JS JIT mode PostCSS Tailwind UI animation utilities breakpoints component classes component libraries custom themes dark mode design systems design tokens flexbox focus: grid grid layout hover states hover: media queries postcss purgeCSS purgecss responsive design responsive variants spacing scale theme customization transition effects utility classes utility-first

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Css Framework
Vendor
Tailwind Labs
License
mit
Year introduced
2017
Confidence
0.97
Version strategy
SEPARATE_ENTITY
Version tag
3

Maturity reasoning: Widely listed in frontend job descriptions and used across many production web stacks; strong GitHub adoption and ecosystem support indicate it’s a hiring-pipeline staple.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
481
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CSS Architecture and Styling Catalog dimension db id 117

    Library dimension (catalog)

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

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CSS Architecture and Styling
css-architecture-and-styling
Existing dimension (library) · Role↔dimension saved
Styled Components Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: styled-components id=2525 · styled-components

Aliases — catalog

  • styled-components (CANONICAL) primary

Context tags (catalog)

CSS modules CSS-in-JS JavaScript React component libraries dynamic styling global styles props responsive design server-side rendering styled system styled-components v5 styled-components/native themable theme provider

Stored enrichment (catalog DB)

Category
Library
Sub-category
Css In Js Library
Vendor
Styled Components
License
mit
Year introduced
2016
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Commonly listed in frontend JDs and widely used in React codebases; GitHub/npm usage remains substantial, though many teams now also mention alternatives like Emotion or CSS Modules.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
7
Sub-category id
1920
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
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
CI Secondary 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)
Git Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Git id=1002 · git

Aliases — catalog

  • Git (CANONICAL)

Context tags (catalog)

CI/CD GitHub GitLab branching checkout clone commit fork merging pull request rebase remote repository stash versioning

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Version Control Tool
Vendor
Linus Torvalds
License
gpl_v2
Year introduced
2005
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
730
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Firebase id=2468 · firebase

Aliases — catalog

  • Firebase (CANONICAL) primary

Context tags (catalog)

A/B Testing Analytics App Distribution Authentication Cloud Functions Cloud Messaging Crashlytics Dynamic Links Emulator Suite Firebase Analytics Firebase SDK Firestore Firestore Security Rules Hosting Performance Monitoring Realtime Database Remote Config

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Backend Platform
Vendor
Google
License
proprietary
Year introduced
2011
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Firebase appears frequently in mobile/web job postings and Google continues active product support; it remains a common BaaS choice alongside AWS Amplify and Supabase, not a sunset technology.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
1865
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cloud Platforms & Managed Services Catalog dimension db id 221

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer, Go Backend Developer, Node.js Backend Developer

  • Vendor Product Ecosystems Catalog dimension db id 385

    Library dimension (catalog)

    Roles linked in library: Ionic Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Platforms & Managed Services
cloud-platforms-managed-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vendor Product Ecosystems
vendor-product-ecosystems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Segment 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
Data Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
GTM 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
Analytics Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Agile Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3594
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

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)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Jira 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
Project Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Slack 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
Communication Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
GitHub Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: GitHub id=280 · github

Aliases — catalog

  • GitHub (CANONICAL) primary

Context tags (catalog)

CI/CD Git GitHub Actions GitHub Enterprise GitHub Pages SSH keys actions branch protection branches code review collaboration commit history fork forking issue tracker issues markdown merge conflicts merge request pull request pull requests release tags repositories repository version control webhooks

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Devops Platform
Vendor
GitHub, Inc.
License
other_open
Year introduced
2008
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: GitHub appears in a very high volume of engineering JDs for source control, code review, and CI/CD; it’s a standard hiring-pipeline skill across teams.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
170
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)
Teams 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
Communication Tools
Sub-category
general
Skill nature
TOOL
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 saved
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 saved
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)
REST in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Standards, Protocols & Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase Auth new
Google & Firebase Services
google-firebase-services
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 saved
Tailwind in_db
CSS Architecture and Styling
css-architecture-and-styling
Existing dimension (library) · Role↔dimension saved
Styled Components new
CSS Architecture and Styling
css-architecture-and-styling
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
CI in_db
Web Application Frameworks
web-application-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Git in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase in_db
Cloud Platforms & Managed Services
cloud-platforms-managed-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase in_db
Vendor Product Ecosystems
vendor-product-ecosystems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
GitHub in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
GitHub in_db
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Segment | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed GTM | type=Analytics Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Jira | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Slack | type=Communication Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Teams | type=Communication Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
dimension_skill_link_proposed Firebase Auth ↔ Google & Firebase Services
dimension_skill_link_proposed Styled Components ↔ CSS Architecture and Styling
role_dimension_link_proposed Frontend Developer ↔ CSS Architecture and Styling
nano JD Parser — gpt-4.1-nano click to toggle
RoleFrontend Engineer
CompanyUplers
Experience4.00 + years
CTC{'max': 2857, 'min': 2500, 'raw': 'USD 2500-2857 / month (based on experience)', 'period': 'monthly', 'currency': 'USD'}
DomainSoftware & SaaS Products
Location(remote)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "About Uplers: Our goal is",
      "last_5_words": "apply for them as well)."
    },
    "text": "About Uplers:\nOur 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.\n(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).",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Uplers",
  "ctc": {
    "currency": "USD",
    "max": 2857,
    "min": 2500,
    "period": "monthly",
    "raw": "USD 2500-2857 / month (based on experience)"
  },
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Software Products"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 4,
    "raw": "4.00 + years"
  },
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": null,
      "state": null,
      "work_mode": "remote"
    }
  ],
  "role": "Frontend Engineer",
  "role_aliases": [
    "Frontend Developer",
    "UI Engineer",
    "React Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Overview",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Client is supporting an innovative",
        "last_5_words": "AI-driven environment."
      },
      "text": "Client is supporting an innovative early-stage SaaS company that is building a\nfirst-of-its-kind AI insights platform for commercial teams. The platform ingests and\nanalyses customer conversations and related sales/marketing data to surface actionable\ninsights\u2014automating work typically handled manually by strategy teams.\nFollowing a comprehensive discovery process, the company is entering its MVP build\nphase with a clearly defined scope, modern technical architecture, and a growing\ncross-functional team. This is a rare opportunity for a frontend engineer to contribute\nfrom the ground up - shaping architecture, building reusable components, and delivering\nintuitive, high-impact interfaces in a fast-moving, AI-driven environment.",
      "word_count": 103
    },
    {
      "bullet_count": 16,
      "heading": "Must-Have Experience \u0026 Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Technical/Product \u2022 4+ years",
        "last_5_words": "pragmatic, and collaborative"
      },
      "text": "Technical/Product\n\u2022 4+ years of experience with React in production environments\n\u2022 2+ years using TypeScript for robust, maintainable code\n\u2022 Experience integrating with REST APIs and managing complex UI state\n\u2022 Familiarity with authentication flows (Firebase Auth or equivalent)\n\u2022 Confidence with component testing frameworks (e.g. React Testing Library)\n\u2022 Experience working with styling libraries or frameworks (e.g. Tailwind, Styled Components)\n\u2022 Comfortable with CI integration and Git-based workflows\n\u2022 Able to translate backend data models and workflows into intuitive UIs\n\nBusiness \u0026 Delivery\n\u2022 Experience in early-stage product delivery, ideally in SaaS startups\n\u2022 Familiarity with AI/ML-enabled or data-intensive products is a plus\n\u2022 Understands how to balance speed, usability, and long-term maintainability\n\nSoft Skills\n\u2022 High autonomy and ownership\u2014able to unblock, prioritise, and execute in a lean environment\n\u2022 Strong UX instincts and empathy for end users\n\u2022 Clear, concise communicator\u2014able to align quickly with Product and Engineering\n\u2022 Calm under pressure, pragmatic, and collaborative",
      "word_count": 263
    },
    {
      "bullet_count": 8,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Build performant, testable UI",
        "last_5_words": "risks or blockers proactively"
      },
      "text": "\u2022 Build performant, testable UI components using React and TypeScript\n\u2022 Integrate frontend with backend APIs and authentication logic (Firebase)\n\u2022 Translate business rules and flows into clean, intuitive UIs\n\u2022 Ensure responsive, production-grade UX across platforms and viewports\n\u2022 Implement basic frontend telemetry and analytics (e.g. Segment, GTM)\n\u2022 Contribute to frontend architecture and reusability to enable rapid iteration\n\u2022 Collaborate closely with design, backend, and product leads in Agile ceremonies\n\u2022 Identify and escalate risks or blockers proactively",
      "word_count": 64
    },
    {
      "bullet_count": 5,
      "heading": "Success Criteria",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Platform UI is intuitive, performant,",
        "last_5_words": "and unblocked"
      },
      "text": "\u2022 Platform UI is intuitive, performant, and production-ready at MVP#\n\u2022 Core features (e.g. insight tagging, browsing, content generation) are clearly scoped and well-executed\n\u2022 Frontend patterns support future iteration and feature expansion\n\u2022 Frontend telemetry supports structured feedback and usage tracking\n\u2022 Cross-functional collaboration is smooth and unblocked",
      "word_count": 45
    },
    {
      "bullet_count": 6,
      "heading": "Working Practices",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Agile delivery (methodology TBC)",
        "last_5_words": "planning, demos, retrospectives (1 hr each)"
      },
      "text": "\u2022 Agile delivery (methodology TBC)\n\u2022 Tooling includes: Jira, Slack, GitHub, Teams\n\u2022 Ceremonies:\n\n\u25cb Daily standups (15 mins)\n\n\u25cb Weekly backlog grooming (1 hr)\n\n\u25cb Fortnightly sprint planning, demos, retrospectives (1 hr each)",
      "word_count": 42
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "React"
    },
    {
      "is_primary": true,
      "skill_name": "TypeScript"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": false,
      "skill_name": "Firebase Auth"
    },
    {
      "is_primary": false,
      "skill_name": "React Testing Library"
    },
    {
      "is_primary": false,
      "skill_name": "Tailwind"
    },
    {
      "is_primary": false,
      "skill_name": "Styled Components"
    },
    {
      "is_primary": false,
      "skill_name": "CI"
    },
    {
      "is_primary": false,
      "skill_name": "Git"
    },
    {
      "is_primary": false,
      "skill_name": "Firebase"
    },
    {
      "is_primary": false,
      "skill_name": "Segment"
    },
    {
      "is_primary": false,
      "skill_name": "GTM"
    },
    {
      "is_primary": false,
      "skill_name": "Agile"
    },
    {
      "is_primary": false,
      "skill_name": "Jira"
    },
    {
      "is_primary": false,
      "skill_name": "Slack"
    },
    {
      "is_primary": false,
      "skill_name": "GitHub"
    },
    {
      "is_primary": false,
      "skill_name": "Teams"
    }
  ],
  "jd_role": {
    "display_name": "Frontend Engineer",
    "rationale": null,
    "role_aliases": [
      "Frontend Developer",
      "UI Engineer",
      "React Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "About Uplers: Our goal is",
        "last_5_words": "apply for them as well)."
      },
      "text": "About Uplers:\nOur 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.\n(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).",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Uplers",
    "ctc": {
      "currency": "USD",
      "max": 2857,
      "min": 2500,
      "period": "monthly",
      "raw": "USD 2500-2857 / month (based on experience)"
    },
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Software Products"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 4,
      "raw": "4.00 + years"
    },
    "job_locations": [
      {
        "aliases": [],
        "city": null,
        "country": null,
        "state": null,
        "work_mode": "remote"
      }
    ],
    "role": "Frontend Engineer",
    "role_aliases": [
      "Frontend Developer",
      "UI Engineer",
      "React Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Overview",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Client is supporting an innovative",
          "last_5_words": "AI-driven environment."
        },
        "text": "Client is supporting an innovative early-stage SaaS company that is building a\nfirst-of-its-kind AI insights platform for commercial teams. The platform ingests and\nanalyses customer conversations and related sales/marketing data to surface actionable\ninsights\u2014automating work typically handled manually by strategy teams.\nFollowing a comprehensive discovery process, the company is entering its MVP build\nphase with a clearly defined scope, modern technical architecture, and a growing\ncross-functional team. This is a rare opportunity for a frontend engineer to contribute\nfrom the ground up - shaping architecture, building reusable components, and delivering\nintuitive, high-impact interfaces in a fast-moving, AI-driven environment.",
        "word_count": 103
      },
      {
        "bullet_count": 16,
        "heading": "Must-Have Experience \u0026 Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Technical/Product \u2022 4+ years",
          "last_5_words": "pragmatic, and collaborative"
        },
        "text": "Technical/Product\n\u2022 4+ years of experience with React in production environments\n\u2022 2+ years using TypeScript for robust, maintainable code\n\u2022 Experience integrating with REST APIs and managing complex UI state\n\u2022 Familiarity with authentication flows (Firebase Auth or equivalent)\n\u2022 Confidence with component testing frameworks (e.g. React Testing Library)\n\u2022 Experience working with styling libraries or frameworks (e.g. Tailwind, Styled Components)\n\u2022 Comfortable with CI integration and Git-based workflows\n\u2022 Able to translate backend data models and workflows into intuitive UIs\n\nBusiness \u0026 Delivery\n\u2022 Experience in early-stage product delivery, ideally in SaaS startups\n\u2022 Familiarity with AI/ML-enabled or data-intensive products is a plus\n\u2022 Understands how to balance speed, usability, and long-term maintainability\n\nSoft Skills\n\u2022 High autonomy and ownership\u2014able to unblock, prioritise, and execute in a lean environment\n\u2022 Strong UX instincts and empathy for end users\n\u2022 Clear, concise communicator\u2014able to align quickly with Product and Engineering\n\u2022 Calm under pressure, pragmatic, and collaborative",
        "word_count": 263
      },
      {
        "bullet_count": 8,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Build performant, testable UI",
          "last_5_words": "risks or blockers proactively"
        },
        "text": "\u2022 Build performant, testable UI components using React and TypeScript\n\u2022 Integrate frontend with backend APIs and authentication logic (Firebase)\n\u2022 Translate business rules and flows into clean, intuitive UIs\n\u2022 Ensure responsive, production-grade UX across platforms and viewports\n\u2022 Implement basic frontend telemetry and analytics (e.g. Segment, GTM)\n\u2022 Contribute to frontend architecture and reusability to enable rapid iteration\n\u2022 Collaborate closely with design, backend, and product leads in Agile ceremonies\n\u2022 Identify and escalate risks or blockers proactively",
        "word_count": 64
      },
      {
        "bullet_count": 5,
        "heading": "Success Criteria",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Platform UI is intuitive, performant,",
          "last_5_words": "and unblocked"
        },
        "text": "\u2022 Platform UI is intuitive, performant, and production-ready at MVP#\n\u2022 Core features (e.g. insight tagging, browsing, content generation) are clearly scoped and well-executed\n\u2022 Frontend patterns support future iteration and feature expansion\n\u2022 Frontend telemetry supports structured feedback and usage tracking\n\u2022 Cross-functional collaboration is smooth and unblocked",
        "word_count": 45
      },
      {
        "bullet_count": 6,
        "heading": "Working Practices",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Agile delivery (methodology TBC)",
          "last_5_words": "planning, demos, retrospectives (1 hr each)"
        },
        "text": "\u2022 Agile delivery (methodology TBC)\n\u2022 Tooling includes: Jira, Slack, GitHub, Teams\n\u2022 Ceremonies:\n\n\u25cb Daily standups (15 mins)\n\n\u25cb Weekly backlog grooming (1 hr)\n\n\u25cb Fortnightly sprint planning, demos, retrospectives (1 hr each)",
        "word_count": 42
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    "confidence": 0.8,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The JD\u2019s heavy focus on building production-grade React + TypeScript UIs, reusable components, and API integration most closely matches the React Frontend Developer KRAs.",
    "matched_dimensions": [],
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    "new_role_display_name": null,
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    "queued": false,
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        "skill_name": "Firebase Auth",
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      {
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        "status": "pending"
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      {
        "is_primary": false,
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        "is_primary": false,
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      {
        "is_primary": false,
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        "skill_name": "Jira",
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      },
      {
        "is_primary": false,
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      {
        "is_primary": false,
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}
API 2 — extract-details
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      "matched_via": "alias"
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 5,
        "display_name": "CodeIgniter",
        "id": 3801,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "codeigniter",
        "sub_category_id": 35,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Web Application Frameworks",
            "id": 2,
            "rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
            "slug": "web-application-frameworks",
            "source": "db"
          },
          "input_skill": "CI",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Backend Developer",
              "id": 1,
              "rationale": null,
              "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
              "slug": "backend-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "Java Backend Developer",
              "id": 79,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "java-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "PHP Backend Developer",
              "id": 86,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "php-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Python Backend Developer",
              "id": 80,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "python-backend-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "CI",
      "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": "Git",
          "alias_type": "CANONICAL",
          "id": 1613,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 13,
        "display_name": "Git",
        "id": 1002,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "git",
        "sub_category_id": 730,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Git",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Git",
      "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": "Firebase",
          "alias_type": "CANONICAL",
          "id": 3773,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "Firebase",
        "id": 2468,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "firebase",
        "sub_category_id": 1865,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Platforms \u0026 Managed Services",
            "id": 221,
            "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
            "slug": "cloud-platforms-managed-services",
            "source": "db"
          },
          "input_skill": "Firebase",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "Go Backend Developer",
              "id": 81,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "go-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Vendor Product Ecosystems",
            "id": 385,
            "rationale": "Leverages vendor-specific product families to build, deploy, and integrate cross-platform mobile applications.",
            "slug": "vendor-product-ecosystems",
            "source": "db"
          },
          "input_skill": "Firebase",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Ionic Developer",
              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Firebase",
      "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": "Segment",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering 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": "segment",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "GTM",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Analytics 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": "gtm",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 3594,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Agile",
      "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": "Jira",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Project Management 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": "jira",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Slack",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Communication 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": "slack",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "GitHub",
          "alias_type": "CANONICAL",
          "id": 541,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "GitHub",
        "id": 280,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "github",
        "sub_category_id": 170,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "CI/CD Pipeline Platforms",
            "id": 150,
            "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
            "slug": "ci-cd-pipeline-platforms",
            "source": "db"
          },
          "input_skill": "GitHub",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "DevOps Engineer",
              "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": "GitHub",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "ML Engineer",
              "id": 3,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "GitHub",
      "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": "Teams",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Communication 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": "teams",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Segment",
    "GTM",
    "Jira",
    "Slack",
    "Teams"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "LLM2 picked react-frontend-developer (confidence 0.80)",
    "role_archetype": null,
    "slug": "frontend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "React",
      "tag": "in_db"
    },
    {
      "skill": "TypeScript",
      "tag": "in_db"
    },
    {
      "skill": "REST",
      "tag": "in_db"
    },
    {
      "skill": "Firebase Auth",
      "tag": "in_db"
    },
    {
      "skill": "React Testing Library",
      "tag": "in_db"
    },
    {
      "skill": "Tailwind",
      "tag": "in_db"
    },
    {
      "skill": "Styled Components",
      "tag": "in_db"
    },
    {
      "skill": "CI",
      "tag": "in_db"
    },
    {
      "skill": "Git",
      "tag": "in_db"
    },
    {
      "skill": "Firebase",
      "tag": "in_db"
    },
    {
      "skill": "Segment",
      "tag": "new"
    },
    {
      "skill": "GTM",
      "tag": "new"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "Jira",
      "tag": "new"
    },
    {
      "skill": "Slack",
      "tag": "new"
    },
    {
      "skill": "GitHub",
      "tag": "in_db"
    },
    {
      "skill": "Teams",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "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": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Frameworks \u0026 Libraries",
          "id": 360,
          "rationale": "Manage adoption, integration, and best practices around key software frameworks and libraries.",
          "slug": "frameworks-libraries",
          "source": "db"
        },
        "dimension_id": 360,
        "input_skill": "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": 7,
        "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": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "JavaScript for WordPress",
          "id": 329,
          "rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
          "slug": "javascript-for-wordpress",
          "source": "db"
        },
        "dimension_id": 329,
        "input_skill": "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": 7,
        "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": 7,
        "dimension": {
          "difficulty_hint": "well_known",
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          "id": 115,
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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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