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Pipeline run

c37cd856-5b40-4f12-980c-00bad7311b75

Pipeline LLM cost (USD)
API 1: $0.0100 API 2: $0.0002 API 3: $0.0000 Total: $0.0102

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Project Management
Lead multiple web development projects end-to-end, coordinating developers/designers/clients, running sprint planning and status meetings, and keeping delivery, scope, budgets, and documentation on track in Linear and Slack.
"Lead and manage multiple concurrent web development projects from initiation through delivery and maintenance phases."
Tech stack maturity
Mainstream Modern
Scrum and SDLC are standard, widely used project management practices in contemporary software teams, aligning best with a mainstream modern tech stack context.
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): v0
Frameworks (×2):
Models / concepts (×3): AI
Evidence — skills matched in JD (14)
Linear Slack Scrum Kanban SDLC Next.js React APIs Git GitHub CI/CD JAMstack Headless CMS Vercel
Skill cluster (4 dimension groups, role-scoped)
Cloud Hosting and Deployment Platforms for Web Applications
Vercel
Meta-Frameworks & SSR
Next.js
React Component Architecture
React
Cross-cutting / unaligned
Linear Slack Scrum Kanban SDLC APIs Git GitHub CI/CD JAMstack Headless CMS
Show KRA description ↓
This is a full-time, fully remote role for a Project Manager at Roboto Studio. As a Project Manager, you will be responsible for leading development projects from conception to delivery, managing developer teams, maintaining client relationships, and ensuring projects are delivered on time, within scope, and to the highest quality standards. Lead and manage multiple concurrent web development projects from initiation through delivery and maintenance phases. Coordinate with frontend and backend developers, designers, and technical teams to ensure cohesive project execution and timely delivery. Facilitate clear communication between clients and development teams, translating business requirements into technical specifications and vice versa. Manage and organize all projects using Linear, ensuring clear task tracking, sprint planning, and progress visibility across development teams. Facilitate seamless communication between developers, designers, and clients through Slack channels, maintaining organized project-specific conversations and updates. Maintain detailed project documentation, timelines, and progress reports using Linear and other project management methodologies. Identify potential project risks and bottlenecks early, implementing mitigation strategies to keep projects on track. Oversee project budgets, resource allocation, and scope management while ensuring profitability and client satisfaction. Conduct regular project status meetings, sprint planning sessions, and retrospectives with development teams via Slack and video calls. Manage client expectations, provide regular updates, and ensure deliverables meet agreed-upon specifications and quality standards. Collaborate with technical leads to establish development workflows, deployment processes, and quality assurance protocols. Support business development efforts by providing project insights, technical feasibility assessments, and accurate project estimates. Minimum 2+ years of project management experience, preferably in web development agencies or technology companies. Strong understanding of software development lifecycle (SDLC) and agile methodologies, particularly Scrum and Kanban. Experience managing development teams and coordinating technical projects with multiple stakeholders. Excellent communication skills with the ability to translate technical concepts for non-technical clients and business requirements for developers. Proficiency with Linear for project management and task tracking, and experience using Slack for team communication and collaboration. Basic understanding of modern web technologies (Next.js, React, APIs) sufficient to communicate effectively with development teams. Strong organizational skills with attention to detail and ability to manage multiple projects simultaneously. Experience with version control concepts and development workflows (Git, GitHub, CI/CD basics). PMP, Scrum Master, or similar project management certification. Previous experience working with JAMstack, headless CMS platforms, or modern deployment platforms like Vercel. Technical background or experience in web development. Experience with client-facing roles in agency environments. Familiarity with design tools and UX/UI processes. Knowledge of AI-powered development tools and modern development workflows.

Signals

Skill
Alias
KRA flutter-developer
0.61

Post-classification

Centroidupdated · n=4
Alias collision log
New-role queue
New skills captured5
New KRA capturedyes

Captured for admin review

Linear primary Project Manager (Tech) pending
Slack primary Project Manager (Tech) pending
Kanban primary Project Manager (Tech) pending
JAMstack Project Manager (Tech) pending
Headless CMS Project Manager (Tech) pending
R&R fragment (sim 0.00) Project Manager (Tech) pending

This is a full-time, fully remote role for a Project Manager at Roboto Studio. As a Project Manager, you will be responsible for leading development projects from conception to delivery, managing deve…

Status: completed Created: 2026-05-27T14:43:20.464861Z Updated: 2026-06-12T17:23:29.203031Z API 3 duration: 14608 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

Project Manager (Tech)

domain · Tech-Adjacent CASE DOMAIN

slug: project-manager-tech · id: 118 · source: db

Domain=Tech-Adjacent; The JD is centered on coordinating web development projects, managing technical teams, agile delivery, client communication, and project controls, which best matches a tech project manager role.

Matched skills

LinearSlacksoftware development lifecycle (SDLC)ScrumKanban

Matched dimensions

Technical Project DeliveryAgile Project ManagementCross-functional Team CoordinationClient Communication and Stakeholder ManagementProject Planning and TrackingRisk and Scope ManagementBudget and Resource Management

Matched KRAs

Lead and manage multiple concurrent web development projectsCoordinate with frontend and backend developers, designers, and technical teamsFacilitate clear communication between clients and development teamsManage and organize all projects using LinearMaintain detailed project documentation, timelines, and progress reportsIdentify potential project risks and bottlenecks earlyOversee project budgets, resource allocation, and scope managementConduct regular project status meetings, sprint planning sessions, and retrospectivesManage client expectations and ensure deliverables meet specificationsSupport business development efforts by providing project insights

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

Experience: 2.00 + years

Salary: INR 1500000-1900000 / year (based on experience)

Expected Notice Period: 7 Days

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

Opportunity Type: Remote

Placement Type: Full Time Permanent position(Payroll and Compliance to be managed by: Roboto Studio)

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

What do you need for this opportunity?

Must have skills required:

PMP, Scrum Master, Project Management

Roboto Studio is Looking for:

Role: Looking for a Project Manager that can lead diverse teams, streamline processes, and deliver projects on time and within budget

Position Overview:

This is a full-time, fully remote role for a Project Manager at Roboto Studio.

As a Project Manager, you will be responsible for leading development projects from conception to delivery, managing developer teams, maintaining client relationships, and ensuring projects are delivered on time, within scope, and to the highest quality standards.

Company description:

Roboto Studio is dedicated to creating the best editorial experience on the web. We prioritize simplicity and efficiency by leveraging cutting-edge web technologies and AI-powered tools. Our early adoption of v0.dev allows us to rapidly prototype and iterate, streamlining our development process. If you're interested in utilizing JAMstack and AI for development, content, and tooling, Roboto Studio is the ideal place for you.

Role description:

Your daily responsibilities will include coordinating with development teams, managing project timelines and deliverables, facilitating communication between clients and developers, and ensuring smooth project execution. You'll work with cutting-edge technologies and AI-powered tools while maintaining clear project visibility and stakeholder alignment throughout the development lifecycle.

Key responsibilities:

Lead and manage multiple concurrent web development projects from initiation through delivery and maintenance phases.

Coordinate with frontend and backend developers, designers, and technical teams to ensure cohesive project execution and timely delivery.

Facilitate clear communication between clients and development teams, translating business requirements into technical specifications and vice versa.

Manage and organize all projects using Linear, ensuring clear task tracking, sprint planning, and progress visibility across development teams.

Facilitate seamless communication between developers, designers, and clients through Slack channels, maintaining organized project-specific conversations and updates.

Maintain detailed project documentation, timelines, and progress reports using Linear and other project management methodologies.

Identify potential project risks and bottlenecks early, implementing mitigation strategies to keep projects on track.

Oversee project budgets, resource allocation, and scope management while ensuring profitability and client satisfaction.

Conduct regular project status meetings, sprint planning sessions, and retrospectives with development teams via Slack and video calls.

Manage client expectations, provide regular updates, and ensure deliverables meet agreed-upon specifications and quality standards.

Collaborate with technical leads to establish development workflows, deployment processes, and quality assurance protocols.

Support business development efforts by providing project insights, technical feasibility assessments, and accurate project estimates.

Required skills:

Minimum 2+ years of project management experience, preferably in web development agencies or technology companies.

Strong understanding of software development lifecycle (SDLC) and agile methodologies, particularly Scrum and Kanban.

Experience managing development teams and coordinating technical projects with multiple stakeholders.

Excellent communication skills with the ability to translate technical concepts for non-technical clients and business requirements for developers.

Proficiency with Linear for project management and task tracking, and experience using Slack for team communication and collaboration.

Basic understanding of modern web technologies (Next.js, React, APIs) sufficient to communicate effectively with development teams.

Strong organizational skills with attention to detail and ability to manage multiple projects simultaneously.

Experience with version control concepts and development workflows (Git, GitHub, CI/CD basics).

Bonus Skills

PMP, Scrum Master, or similar project management certification.

Previous experience working with JAMstack, headless CMS platforms, or modern deployment platforms like Vercel.

Technical background or experience in web development.

Experience with client-facing roles in agency environments.

Familiarity with design tools and UX/UI processes.

Knowledge of AI-powered development tools and modern development workflows.

Qualifications:

Bachelor's degree in Project Management, Business Administration, Computer Science, or related field, or equivalent combination of education and experience.

Demonstrated experience successfully managing technical projects with cross-functional teams.

Strong track record of delivering projects on time and within budget while maintaining high quality standards.

Experience working in fast-paced, collaborative environments with multiple stakeholders.

What We Offer

Fully remote work opportunity with flexible working arrangements.

Collaborative, growth-oriented team culture focused on continuous learning and innovation.

Access to cutting-edge tools and technologies including AI-powered development solutions.

Professional development opportunities and support for project management certifications.

Competitive salary and comprehensive benefits package.

Opportunity to work on diverse, challenging projects with modern web technologies.

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.

Linear 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
Project Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
Slack 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
Communication Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Scrum Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

Agile Kanban backlog burndown chart cross-functional team daily standup definition of done increment product owner release planning retrospective scrum framework scrum master sprint story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Scrum
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
921
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)
Kanban 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
Project Management Methodologies
Sub-category
general
Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
SDLC Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SDLC id=1573 · sdlc

Aliases — catalog

  • SDLC (CANONICAL)

Context tags (catalog)

Agile Continuous Deployment Continuous Integration Deployment Strategies DevOps Documentation Kanban Quality Assurance Requirements Gathering Risk Management Scrum Stakeholder Engagement Testing Phases Version Control Waterfall

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Software Development Lifecycle
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: SDLC is a standard hiring-pipeline term across software roles; job postings commonly require experience with SDLC phases, Agile/Waterfall, and release processes rather than treating it as niche tooling.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
1179
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)
Next.js Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Next.js id=705 · next-js

Aliases — catalog

  • Next.js (CANONICAL) primary
  • Next 10 (VERSION)
  • Next 11 (VERSION)
  • Next 12 (VERSION)
  • Next 13 (VERSION)
  • Next 14 (VERSION)
  • Next 15 (VERSION)
  • Next 2 (VERSION)
  • Next 3 (VERSION)
  • Next 4 (VERSION)
  • Next 5 (VERSION)
  • Next 6 (VERSION)
  • Next 7 (VERSION)
  • Next 8 (VERSION)
  • Next 9 (VERSION)
  • Next.js 1 (VERSION)
  • Next.js 10 (VERSION)
  • Next.js 11 (VERSION)
  • Next.js 12 (VERSION)
  • Next.js 13 (VERSION)
  • Next.js 14 (VERSION)
  • Next.js 15 (VERSION)
  • Next.js 2 (VERSION)
  • Next.js 3 (VERSION)
  • Next.js 4 (VERSION)
  • Next.js 5 (VERSION)
  • Next.js 6 (VERSION)
  • Next.js 7 (VERSION)
  • Next.js 8 (VERSION)
  • Next.js 9 (VERSION)
  • next (VERSION)
  • next.js (VERSION)
  • next.js 14 (VERSION)
  • nextjs (VERSION)
  • nextjs 14 (VERSION)

Context tags (catalog)

API routes App Router CSS-in-JS Client Components ISR JAMstack Pages Router React SSG SSR Server Components Tailwind CSS TypeScript Vercel Webpack dynamic routing getServerSideProps getStaticProps headless CMS incremental static regeneration middleware server-side rendering static generation webpack

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Web Framework
Vendor
Vercel
License
mit
Year introduced
2016
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Next.js appears in many frontend/full-stack job descriptions and is a common React meta-framework for production apps; Vercel’s ecosystem and strong GitHub adoption signal broad market demand.

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)

  • Frontend Frameworks and Libraries Catalog dimension db id 434

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

  • Meta-Frameworks & SSR Catalog dimension db id 130

    Library dimension (catalog)

    Roles linked in library: Frontend Developer, Web 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
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Meta-Frameworks & SSR
meta-frameworks-ssr
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)
React Secondary 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

  • 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)
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)
APIs Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: APIs id=1192 · apis

Aliases — catalog

  • APIs (CANONICAL)

Context tags (catalog)

API Gateway Endpoint GraphQL JSON JWT Microservices OAuth Postman REST Rate Limiting SOAP Swagger Throttling Webhooks XML

Stored enrichment (catalog DB)

Category
Protocol
Sub-category
Application Programming Interfaces
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: APIs are a hiring-pipeline staple across backend, mobile, and platform JDs; REST/GraphQL/API design appears in large volumes of job postings and vendor docs, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PROTOCOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
10
Sub-category id
902
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)
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)
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)
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)
JAMstack 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
Web Development Architectures
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Headless CMS 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
Content Management Systems
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Vercel Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Vercel id=2188 · vercel

Aliases — catalog

  • Vercel (CANONICAL) primary

Context tags (catalog)

API routes CDN Git integration Next.js SSG SSR analytics build hooks custom domains deployment edge functions environment variables performance optimization preview deployments server-side rendering serverless static site static site generation webhooks

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Vendor Platform
Vendor
Vercel, Inc.
License
other_open
Year introduced
2016
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Vercel appears frequently in frontend/full-stack JDs for Next.js deployment and edge hosting, and its platform is a common default in modern web stacks rather than a niche tool.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
3372
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cloud Hosting and Deployment Platforms for Web Applications Catalog dimension db id 301

    Library dimension (catalog)

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

  • Cloud Platforms & Hosting Providers Catalog dimension db id 278

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Kotlin Backend Developer, Scala Backend Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Hosting and Deployment Platforms for Web Applications
cloud-hosting-and-deployment-platforms-for-web-applications
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cloud Platforms & Hosting Providers
cloud-platforms-hosting-providers
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Scrum in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SDLC in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Next.js in_db
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Next.js in_db
Meta-Frameworks & SSR
meta-frameworks-ssr
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Next.js in_db
UI Frameworks and Rendering
ui-frameworks-and-rendering
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
Application Frameworks & Libraries
application-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)
APIs in_db
React Frontend Development
d_init_01
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)
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)
CI/CD in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD in_db
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vercel in_db
Cloud Hosting and Deployment Platforms for Web Applications
cloud-hosting-and-deployment-platforms-for-web-applications
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vercel in_db
Cloud Platforms & Hosting Providers
cloud-platforms-hosting-providers
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Linear | type=Project Management Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Slack | type=Communication Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Kanban | type=Project Management Methodologies subtype=general nature=PRACTICE lifespan=EVERGREEN
canonical_skill_proposed JAMstack | type=Web Development Architectures subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Headless CMS | type=Content Management Systems subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleProject Manager
CompanyRoboto Studio
Experience2.00 + years
CTC{'max': 1900000, 'min': 1500000, 'raw': 'INR 1500000-1900000 / year', 'period': 'annual', 'currency': 'INR'}
DomainIT Services & Consulting
Location India (remote)
JD type pass

Certifications

PMP Scrum Master
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Roboto Studio is dedicated to",
      "last_5_words": "development, content, and tooling, Roboto Studio"
    },
    "text": "Roboto Studio is dedicated to creating the best editorial experience on the web. We prioritize simplicity and efficiency by leveraging cutting-edge web technologies and AI-powered tools. Our early adoption of v0.dev allows us to rapidly prototype and iterate, streamlining our development process. If you\u0027re interested in utilizing JAMstack and AI for development, content, and tooling, Roboto Studio is the ideal place for you.",
    "word_count": 64
  },
  "archetype_override_applied": true,
  "archetype_override_reason": "tech-adjacent title + tech-context body",
  "certifications": [
    "PMP",
    "Scrum Master"
  ],
  "company_name": "Roboto Studio",
  "ctc": {
    "currency": "INR",
    "max": 1900000,
    "min": 1500000,
    "period": "annual",
    "raw": "INR 1500000-1900000 / year"
  },
  "domain": {
    "primary": {
      "aliases": [
        "Tech Consulting",
        "Software Development"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s - Project Management / Business Administration / Computer Science (or related)",
      "raw": "Bachelor\u0027s degree in Project Management, Business Administration, Computer Science, or related field, or equivalent combination of education and experience.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 2,
    "raw": "2.00 + years"
  },
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": "India",
      "state": null,
      "work_mode": "remote"
    }
  ],
  "role": "Project Manager",
  "role_aliases": [
    "PM",
    "Project Lead",
    "Project Coordinator"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Position Overview",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "This is a full-time, fully",
        "last_5_words": "quality standards."
      },
      "text": "This is a full-time, fully remote role for a Project Manager at Roboto Studio.\nAs a Project Manager, you will be responsible for leading development projects from conception to delivery, managing developer teams, maintaining client relationships, and ensuring projects are delivered on time, within scope, and to the highest quality standards.",
      "word_count": 50
    },
    {
      "bullet_count": 12,
      "heading": "Key responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Lead and manage multiple concurrent",
        "last_5_words": "project insights, technical feasibility assessments."
      },
      "text": "Lead and manage multiple concurrent web development projects from initiation through delivery and maintenance phases.\nCoordinate with frontend and backend developers, designers, and technical teams to ensure cohesive project execution and timely delivery.\nFacilitate clear communication between clients and development teams, translating business requirements into technical specifications and vice versa.\nManage and organize all projects using Linear, ensuring clear task tracking, sprint planning, and progress visibility across development teams.\nFacilitate seamless communication between developers, designers, and clients through Slack channels, maintaining organized project-specific conversations and updates.\nMaintain detailed project documentation, timelines, and progress reports using Linear and other project management methodologies.\nIdentify potential project risks and bottlenecks early, implementing mitigation strategies to keep projects on track.\nOversee project budgets, resource allocation, and scope management while ensuring profitability and client satisfaction.\nConduct regular project status meetings, sprint planning sessions, and retrospectives with development teams via Slack and video calls.\nManage client expectations, provide regular updates, and ensure deliverables meet agreed-upon specifications and quality standards.\nCollaborate with technical leads to establish development workflows, deployment processes, and quality assurance protocols.\nSupport business development efforts by providing project insights, technical feasibility assessments, and accurate project estimates.",
      "word_count": 232
    },
    {
      "bullet_count": 8,
      "heading": "Required skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Minimum 2+ years of project",
        "last_5_words": "and development workflows (Git, GitHub, CI/CD basics)."
      },
      "text": "Minimum 2+ years of project management experience, preferably in web development agencies or technology companies.\nStrong understanding of software development lifecycle (SDLC) and agile methodologies, particularly Scrum and Kanban.\nExperience managing development teams and coordinating technical projects with multiple stakeholders.\nExcellent communication skills with the ability to translate technical concepts for non-technical clients and business requirements for developers.\nProficiency with Linear for project management and task tracking, and experience using Slack for team communication and collaboration.\nBasic understanding of modern web technologies (Next.js, React, APIs) sufficient to communicate effectively with development teams.\nStrong organizational skills with attention to detail and ability to manage multiple projects simultaneously.\nExperience with version control concepts and development workflows (Git, GitHub, CI/CD basics).",
      "word_count": 134
    },
    {
      "bullet_count": 6,
      "heading": "Bonus Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "PMP, Scrum Master, or similar",
        "last_5_words": "development tools and modern development workflows."
      },
      "text": "PMP, Scrum Master, or similar project management certification.\nPrevious experience working with JAMstack, headless CMS platforms, or modern deployment platforms like Vercel.\nTechnical background or experience in web development.\nExperience with client-facing roles in agency environments.\nFamiliarity with design tools and UX/UI processes.\nKnowledge of AI-powered development tools and modern development workflows.",
      "word_count": 56
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Linear"
    },
    {
      "is_primary": true,
      "skill_name": "Slack"
    },
    {
      "is_primary": true,
      "skill_name": "Scrum"
    },
    {
      "is_primary": true,
      "skill_name": "Kanban"
    },
    {
      "is_primary": true,
      "skill_name": "SDLC"
    },
    {
      "is_primary": false,
      "skill_name": "Next.js"
    },
    {
      "is_primary": false,
      "skill_name": "React"
    },
    {
      "is_primary": false,
      "skill_name": "APIs"
    },
    {
      "is_primary": false,
      "skill_name": "Git"
    },
    {
      "is_primary": false,
      "skill_name": "GitHub"
    },
    {
      "is_primary": false,
      "skill_name": "CI/CD"
    },
    {
      "is_primary": false,
      "skill_name": "JAMstack"
    },
    {
      "is_primary": false,
      "skill_name": "Headless CMS"
    },
    {
      "is_primary": false,
      "skill_name": "Vercel"
    }
  ],
  "jd_role": {
    "display_name": "Project Manager",
    "rationale": null,
    "role_aliases": [
      "PM",
      "Project Lead",
      "Project Coordinator"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Roboto Studio is dedicated to",
        "last_5_words": "development, content, and tooling, Roboto Studio"
      },
      "text": "Roboto Studio is dedicated to creating the best editorial experience on the web. We prioritize simplicity and efficiency by leveraging cutting-edge web technologies and AI-powered tools. Our early adoption of v0.dev allows us to rapidly prototype and iterate, streamlining our development process. If you\u0027re interested in utilizing JAMstack and AI for development, content, and tooling, Roboto Studio is the ideal place for you.",
      "word_count": 64
    },
    "archetype_override_applied": true,
    "archetype_override_reason": "tech-adjacent title + tech-context body",
    "certifications": [
      "PMP",
      "Scrum Master"
    ],
    "company_name": "Roboto Studio",
    "ctc": {
      "currency": "INR",
      "max": 1900000,
      "min": 1500000,
      "period": "annual",
      "raw": "INR 1500000-1900000 / year"
    },
    "domain": {
      "primary": {
        "aliases": [
          "Tech Consulting",
          "Software Development"
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        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Bachelor\u0027s - Project Management / Business Administration / Computer Science (or related)",
        "raw": "Bachelor\u0027s degree in Project Management, Business Administration, Computer Science, or related field, or equivalent combination of education and experience.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 2,
      "raw": "2.00 + years"
    },
    "job_locations": [
      {
        "aliases": [],
        "city": null,
        "country": "India",
        "state": null,
        "work_mode": "remote"
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    ],
    "role": "Project Manager",
    "role_aliases": [
      "PM",
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Position Overview",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "This is a full-time, fully",
          "last_5_words": "quality standards."
        },
        "text": "This is a full-time, fully remote role for a Project Manager at Roboto Studio.\nAs a Project Manager, you will be responsible for leading development projects from conception to delivery, managing developer teams, maintaining client relationships, and ensuring projects are delivered on time, within scope, and to the highest quality standards.",
        "word_count": 50
      },
      {
        "bullet_count": 12,
        "heading": "Key responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Lead and manage multiple concurrent",
          "last_5_words": "project insights, technical feasibility assessments."
        },
        "text": "Lead and manage multiple concurrent web development projects from initiation through delivery and maintenance phases.\nCoordinate with frontend and backend developers, designers, and technical teams to ensure cohesive project execution and timely delivery.\nFacilitate clear communication between clients and development teams, translating business requirements into technical specifications and vice versa.\nManage and organize all projects using Linear, ensuring clear task tracking, sprint planning, and progress visibility across development teams.\nFacilitate seamless communication between developers, designers, and clients through Slack channels, maintaining organized project-specific conversations and updates.\nMaintain detailed project documentation, timelines, and progress reports using Linear and other project management methodologies.\nIdentify potential project risks and bottlenecks early, implementing mitigation strategies to keep projects on track.\nOversee project budgets, resource allocation, and scope management while ensuring profitability and client satisfaction.\nConduct regular project status meetings, sprint planning sessions, and retrospectives with development teams via Slack and video calls.\nManage client expectations, provide regular updates, and ensure deliverables meet agreed-upon specifications and quality standards.\nCollaborate with technical leads to establish development workflows, deployment processes, and quality assurance protocols.\nSupport business development efforts by providing project insights, technical feasibility assessments, and accurate project estimates.",
        "word_count": 232
      },
      {
        "bullet_count": 8,
        "heading": "Required skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Minimum 2+ years of project",
          "last_5_words": "and development workflows (Git, GitHub, CI/CD basics)."
        },
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        "word_count": 134
      },
      {
        "bullet_count": 6,
        "heading": "Bonus Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "PMP, Scrum Master, or similar",
          "last_5_words": "development tools and modern development workflows."
        },
        "text": "PMP, Scrum Master, or similar project management certification.\nPrevious experience working with JAMstack, headless CMS platforms, or modern deployment platforms like Vercel.\nTechnical background or experience in web development.\nExperience with client-facing roles in agency environments.\nFamiliarity with design tools and UX/UI processes.\nKnowledge of AI-powered development tools and modern development workflows.",
        "word_count": 56
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "c37cd856-5b40-4f12-980c-00bad7311b75",
  "stage3_signals": {
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    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
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          },
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        ],
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      {
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          },
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            "similarity": 0.5596
          },
          {
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          }
        ],
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          },
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          },
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          }
        ],
        "matched_count": null,
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      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
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          },
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          },
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            "kra_text": "collaboration with design and QA",
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        ],
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        "role_id": 90,
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      },
      {
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            "similarity": 0.5896
          },
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            "sentence": "Coordinate with frontend and backend developers, designers, and technical teams to ensure cohesive project execution and timely delivery.",
            "similarity": 0.524
          },
          {
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            "similarity": 0.4617
          }
        ],
        "matched_count": null,
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        "role_id": 7,
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      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Project Manager (Tech)",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 118,
      "score": 0.98,
      "slug": "project-manager-tech",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Technical Project Delivery",
      "Agile Project Management",
      "Cross-functional Team Coordination",
      "Client Communication and Stakeholder Management",
      "Project Planning and Tracking",
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      "Budget and Resource Management"
    ],
    "matched_kras": [
      "Lead and manage multiple concurrent web development projects",
      "Coordinate with frontend and backend developers, designers, and technical teams",
      "Facilitate clear communication between clients and development teams",
      "Manage and organize all projects using Linear",
      "Maintain detailed project documentation, timelines, and progress reports",
      "Identify potential project risks and bottlenecks early",
      "Oversee project budgets, resource allocation, and scope management",
      "Conduct regular project status meetings, sprint planning sessions, and retrospectives",
      "Manage client expectations and ensure deliverables meet specifications",
      "Support business development efforts by providing project insights"
    ],
    "matched_skills": [
      "Linear",
      "Slack",
      "software development lifecycle (SDLC)",
      "Scrum",
      "Kanban"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Tech-Adjacent; The JD is centered on coordinating web development projects, managing technical teams, agile delivery, client communication, and project controls, which best matches a tech project manager role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 4,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 686,
      "r_and_r_preview": "This is a full-time, fully remote role for a Project Manager at Roboto Studio.\nAs a Project Manager, you will be responsible for leading development projects from conception to delivery, managing deve",
      "role_display_name": "Project Manager (Tech)",
      "role_slug": "project-manager-tech",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 10626,
        "role_display_name": "Project Manager (Tech)",
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      },
      {
        "is_primary": true,
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      {
        "is_primary": true,
        "queue_id": 10628,
        "role_display_name": "Project Manager (Tech)",
        "role_slug": "project-manager-tech",
        "skill_name": "Kanban",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 10629,
        "role_display_name": "Project Manager (Tech)",
        "role_slug": "project-manager-tech",
        "skill_name": "JAMstack",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 10630,
        "role_display_name": "Project Manager (Tech)",
        "role_slug": "project-manager-tech",
        "skill_name": "Headless CMS",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
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      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1851,
      "existing_alias_text": "Scrum",
      "input_term": "Scrum",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 921,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2519,
      "existing_alias_text": "SDLC",
      "input_term": "SDLC",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "SDLC",
        "id": 1573,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "sdlc",
        "sub_category_id": 1179,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2117,
      "existing_alias_text": "next.js",
      "input_term": "Next.js",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "Next.js",
        "id": 705,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "next-js",
        "sub_category_id": 35,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1047,
      "existing_alias_text": "React",
      "input_term": "React",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "React",
        "id": 610,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "react",
        "sub_category_id": 1072,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1828,
      "existing_alias_text": "APIs",
      "input_term": "APIs",
      "matched_canonical": {
        "category_id": 10,
        "display_name": "APIs",
        "id": 1192,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "apis",
        "sub_category_id": 902,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1613,
      "existing_alias_text": "Git",
      "input_term": "Git",
      "matched_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"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 541,
      "existing_alias_text": "GitHub",
      "input_term": "GitHub",
      "matched_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"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1826,
      "existing_alias_text": "CI/CD",
      "input_term": "CI/CD",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "CI/CD",
        "id": 1190,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "ci-cd",
        "sub_category_id": 900,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 3391,
      "existing_alias_text": "Vercel",
      "input_term": "Vercel",
      "matched_canonical": {
        "category_id": 9,
        "display_name": "Vercel",
        "id": 2188,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "vercel",
        "sub_category_id": 3372,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
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      "id": 230,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "shopify-dev",
      "source": "db"
    },
    {
      "display_name": "Frontend Developer",
      "id": 7,
      "rationale": null,
      "role_archetype": null,
      "slug": "frontend-engineer",
      "source": "db"
    },
    {
      "display_name": "Web Developer",
      "id": 25,
      "rationale": null,
      "role_archetype": null,
      "slug": "web-developer",
      "source": "db"
    },
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      "display_name": "Fullstack Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "fullstack-developer",
      "source": "db"
    },
    {
      "display_name": "Fullstack Developer",
      "id": 15,
      "rationale": null,
      "role_archetype": null,
      "slug": "full-stack-engineer",
      "source": "db"
    },
    {
      "display_name": "Hybrid Mobile Developer",
      "id": 11,
      "rationale": null,
      "role_archetype": null,
      "slug": "hybrid-mobile-developer",
      "source": "db"
    },
    {
      "display_name": "Ionic Developer",
      "id": 434,
      "rationale": null,
      "role_archetype": null,
      "slug": "ionic-developer",
      "source": "db"
    },
    {
      "display_name": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
    {
      "display_name": "WordPress Dev",
      "id": 227,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
      "source": "db"
    },
    {
      "display_name": "React Frontend Developer",
      "id": 89,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-frontend-developer",
      "source": "db"
    },
    {
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      "id": 10,
      "rationale": null,
      "role_archetype": null,
      "slug": "devops-engineer",
      "source": "db"
    },
    {
      "display_name": "ML Engineer",
      "id": 3,
      "rationale": null,
      "role_archetype": null,
      "slug": "ml-engineer",
      "source": "db"
    },
    {
      "display_name": "Angular Frontend Developer",
      "id": 90,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "angular-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Svelte Frontend Developer",
      "id": 92,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "svelte-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Vue Frontend Developer",
      "id": 91,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "vue-frontend-developer",
      "source": "db"
    },
    {
      "display_name": ".NET Backend Developer",
      "id": 83,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "dotnet-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Kotlin Backend Developer",
      "id": 84,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "kotlin-server-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Scala Backend Developer",
      "id": 87,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "scala-backend-developer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Project Manager (Tech)",
    "id": 118,
    "rationale": "Domain=Tech-Adjacent; The JD is centered on coordinating web development projects, managing technical teams, agile delivery, client communication, and project controls, which best matches a tech project manager role.",
    "role_archetype": null,
    "slug": "project-manager-tech",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
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        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Scrum",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "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": "SDLC",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Frontend Frameworks and Libraries",
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        "rationale": "Utilizing modern JavaScript frameworks and Shopify libraries to build dynamic and interactive storefronts.",
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        "source": "db"
      },
      "input_skill": "Next.js",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Shopify Dev",
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          "rationale": null,
          "role_archetype": "Engineering",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Meta-Frameworks \u0026 SSR",
        "id": 130,
        "rationale": "Frameworks that build on UI libraries to provide routing, server-side rendering, and static site generation.",
        "slug": "meta-frameworks-ssr",
        "source": "db"
      },
      "input_skill": "Next.js",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Frontend Developer",
          "id": 7,
          "rationale": null,
          "role_archetype": null,
          "slug": "frontend-engineer",
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        },
        {
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          "rationale": null,
          "role_archetype": null,
          "slug": "web-developer",
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        }
      ]
    },
    {
      "dimension": {
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        "display_name": "UI Frameworks and Rendering",
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        "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"
      },
      "input_skill": "Next.js",
      "llm_role": null,
      "roles_from_db": [
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        },
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          "role_archetype": null,
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        },
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          "role_archetype": null,
          "slug": "hybrid-mobile-developer",
          "source": "db"
        },
        {
          "display_name": "Ionic Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ionic-developer",
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        },
        {
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        }
      ]
    },
    {
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        "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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        "source": "db"
      },
      "input_skill": "React",
      "llm_role": null,
      "roles_from_db": [
        {
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        "rationale": "Utilizing modern JavaScript frameworks and Shopify libraries to build dynamic and interactive storefronts.",
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        "source": "db"
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      "roles_from_db": [
        {
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        }
      ]
    },
    {
      "dimension": {
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        "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.",
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        "source": "db"
      },
      "input_skill": "React",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "WordPress Dev",
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          "rationale": null,
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      ]
    },
    {
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        "source": "db"
      },
      "input_skill": "React",
      "llm_role": null,
      "roles_from_db": [
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      ]
    },
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        "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.",
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        "source": "db"
      },
      "input_skill": "React",
      "llm_role": null,
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          "slug": "frontend-engineer",
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        },
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          "rationale": null,
          "role_archetype": "Engineering",
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          "rationale": null,
          "role_archetype": null,
          "slug": "full-stack-engineer",
          "source": "db"
        },
        {
          "display_name": "Hybrid Mobile Developer",
          "id": 11,
          "rationale": null,
          "role_archetype": null,
          "slug": "hybrid-mobile-developer",
          "source": "db"
        },
        {
          "display_name": "Ionic Developer",
          "id": 434,
          "rationale": null,
          "role_archetype": null,
          "slug": "ionic-developer",
          "source": "db"
        },
        {
          "display_name": "Web Developer",
          "id": 25,
          "rationale": null,
          "role_archetype": null,
          "slug": "web-developer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
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        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "APIs",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Git",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "CI/CD Pipeline Platforms",
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        "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",
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          "rationale": null,
          "role_archetype": null,
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "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",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ml-engineer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "CI/CD Pipeline Platforms",
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        "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": "CI/CD",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "DevOps Engineer",
          "id": 10,
          "rationale": null,
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          "slug": "devops-engineer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "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",
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          "rationale": null,
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          "slug": "ml-engineer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react 16",
          "alias_type": "VERSION",
          "id": 2070,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react 17",
          "alias_type": "VERSION",
          "id": 2071,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react 18",
          "alias_type": "VERSION",
          "id": 2072,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react 19",
          "alias_type": "VERSION",
          "id": 2073,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react15",
          "alias_type": "VERSION",
          "id": 3177,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react16",
          "alias_type": "VERSION",
          "id": 3178,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react17",
          "alias_type": "VERSION",
          "id": 3179,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react18",
          "alias_type": "VERSION",
          "id": 3180,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "reactjs 18",
          "alias_type": "VERSION",
          "id": 2075,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 5,
        "display_name": "React",
        "id": 610,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "react",
        "sub_category_id": 1072,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "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"
          },
          "input_skill": "React",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "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"
          },
          "input_skill": "React",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Shopify Dev",
              "id": 230,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "shopify-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "JavaScript for WordPress",
            "id": 329,
            "rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
            "slug": "javascript-for-wordpress",
            "source": "db"
          },
          "input_skill": "React",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "WordPress Dev",
              "id": 227,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "wordpress-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "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"
          },
          "input_skill": "React",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "React Frontend Developer",
              "id": 89,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-frontend-developer",
              "source": "db"
            }
          ]
        },
        {
          "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"
          },
          "input_skill": "React",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Frontend Developer",
              "id": 7,
              "rationale": null,
              "role_archetype": null,
              "slug": "frontend-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "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"
            }
          ]
        }
      ],
      "input_skill": "React",
      "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": "APIs",
          "alias_type": "CANONICAL",
          "id": 1828,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 10,
        "display_name": "APIs",
        "id": 1192,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "apis",
        "sub_category_id": 902,
        "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": "APIs",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "APIs",
      "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": "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": [
        {
          "alias_text": "CI/CD",
          "alias_type": "CANONICAL",
          "id": 1826,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "CI/CD",
        "id": 1190,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "ci-cd",
        "sub_category_id": 900,
        "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": "CI/CD",
          "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": "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": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "JAMstack",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Development Architectures",
          "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": "jamstack",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Headless CMS",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Content Management Systems",
          "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": "headless-cms",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Vercel",
          "alias_type": "CANONICAL",
          "id": 3391,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "Vercel",
        "id": 2188,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "vercel",
        "sub_category_id": 3372,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Hosting and Deployment Platforms for Web Applications",
            "id": 301,
            "rationale": "Configuring, deploying, and managing web applications on vendor-specific cloud hosting, serverless, and deployment platforms. Includes services such as AWS Amplify, Firebase Hosting, Netlify, Vercel, Heroku, and GitHub Pages, as well as related platform-specific deployment and scaling workflows. Excludes build tooling and bundlers such as Webpack, Rollup, and Vite.",
            "slug": "cloud-hosting-and-deployment-platforms-for-web-applications",
            "source": "db"
          },
          "input_skill": "Vercel",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Angular Frontend Developer",
              "id": 90,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "angular-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "React Frontend Developer",
              "id": 89,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Svelte Frontend Developer",
              "id": 92,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "svelte-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Vue Frontend Developer",
              "id": 91,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "vue-frontend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Platforms \u0026 Hosting Providers",
            "id": 278,
            "rationale": "Familiarity with vendor-specific hosting and backend services for deploying and scaling web applications.",
            "slug": "cloud-platforms-hosting-providers",
            "source": "db"
          },
          "input_skill": "Vercel",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": ".NET Backend Developer",
              "id": 83,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "dotnet-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Kotlin Backend Developer",
              "id": 84,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "kotlin-server-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Scala Backend Developer",
              "id": 87,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "scala-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
              "id": 25,
              "rationale": null,
              "role_archetype": null,
              "slug": "web-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Vercel",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Linear",
    "Slack",
    "Kanban",
    "JAMstack",
    "Headless CMS"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Project Manager (Tech)",
    "id": 118,
    "rationale": "Domain=Tech-Adjacent; The JD is centered on coordinating web development projects, managing technical teams, agile delivery, client communication, and project controls, which best matches a tech project manager role.",
    "role_archetype": null,
    "slug": "project-manager-tech",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Linear",
      "tag": "new"
    },
    {
      "skill": "Slack",
      "tag": "new"
    },
    {
      "skill": "Scrum",
      "tag": "in_db"
    },
    {
      "skill": "Kanban",
      "tag": "new"
    },
    {
      "skill": "SDLC",
      "tag": "in_db"
    },
    {
      "skill": "Next.js",
      "tag": "in_db"
    },
    {
      "skill": "React",
      "tag": "in_db"
    },
    {
      "skill": "APIs",
      "tag": "in_db"
    },
    {
      "skill": "Git",
      "tag": "in_db"
    },
    {
      "skill": "GitHub",
      "tag": "in_db"
    },
    {
      "skill": "CI/CD",
      "tag": "in_db"
    },
    {
      "skill": "JAMstack",
      "tag": "new"
    },
    {
      "skill": "Headless CMS",
      "tag": "new"
    },
    {
      "skill": "Vercel",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 118,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Scrum",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 118,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "SDLC",
        "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,
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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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