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Pipeline run

e23e8a5e-8096-4ab4-9a80-a81e02d5c16e

Pipeline LLM cost (USD)
API 1: $0.0066 API 2: $0.0000 API 3: $0.0000 Total: $0.0066

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Responsive UI component development
Build Vue.js UI components and reusable front-end libraries, wire them to REST APIs with Vuex/Vue Router, and debug/optimize the app for speed and scalability while working with teammates on new features.
"Develop user interface components using Vue.js"
Tech stack maturity
Mainstream Modern
The stack centers on Vue.js with Vue Router and Vuex, along with standard web technologies and REST, which is a common modern frontend ecosystem rather than bleeding-edge or legacy.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (7)
Vue.js HTML CSS JavaScript Vuex Vue Router REST
Skill cluster (5 dimension groups, role-scoped)
CSS Architecture and Styling
CSS
Client Routing and Navigation
Vue Router
Integration Protocols & Standards
REST
JavaScript and TypeScript
JavaScript
Cross-cutting / unaligned
Vue.js HTML Vuex
Show KRA description ↓
• Develop user interface components using Vue.js • Build reusable components and front-end libraries • Optimize application for speed and scalability • Collaborate with team members and stakeholders to implement new features • Troubleshoot and debug complex issues • Bachelor's degree in computer science or related field • 2 years of experience in Vue.js development • Proficient in HTML, CSS, and JavaScript • Strong understanding of Vue.js concepts • Experience with Vuex, Vue Router, and RESTful API's • Excellent problem-solving skills and attention to detail • Ability to work collaboratively in a team environment

Signals

Skill full-stack-engineer
0.57
Alias frontend-engineer
1.00
KRA frontend-engineer
0.64

Post-classification

Centroidupdated · n=374
Alias collision log#854
New-role queue
New skills captured0
New KRA captured
Status: completed Created: 2026-05-27T15:52:20.315295Z Updated: 2026-06-12T15:49:43.822439Z API 3 duration: 44610 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Frontend Developer

CASE D

slug: frontend-engineer · id: 7 · source: db

LLM2 picked frontend-engineer (confidence 0.95)

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

Work Level: Individual
Core: Adaptable
Leadership: Purpose Driven
Industry Type: IT Services
Function: Software Development
Key Skills: Software Developer
Education: Graduate


Note: This is a requirement for one of the Workassist Hiring Partner


Primary Responsibility:
• Develop user interface components using Vue.js
• Build reusable components and front-end libraries
• Optimize application for speed and scalability
• Collaborate with team members and stakeholders to implement new features
• Troubleshoot and debug complex issues


Requirements :
• Bachelor's degree in computer science or related field
• 2 years of experience in Vue.js development :
• Proficient in HTML, CSS, and JavaScript
• Strong understanding of Vue.js concepts
• Experience with Vuex, Vue Router, and RESTful API's
• Excellent problem-solving skills and attention to detail
• Ability to work collaboratively in a team environment


Company Description
Workassist is an online recruitment and employment solution provider in India. Leveraging technology through e-recruitment, Workassist connects job seekers with relevant profiles to employers and provides relevant jobs to job seekers across different industries and experience levels. With a network of many recruiters from sectors such as Banking & Finance, Consulting, Sales & Marketing, HR, IT, Operations, and Legal, Workassist assists employers in recruiting great emerging talents.
Visit for a seamless job search experience.


(Note: There are many more opportunities apart from this on the portal. Depending on the skills, 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.

Vue.js Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Vue.js id=3201 · vue-js

Aliases — catalog

  • Vue.js (CANONICAL) primary
  • vue (VERSION)
  • vue 2 (VERSION)
  • vue 2.x (VERSION)
  • vue 3 (VERSION)
  • vue 3.x (VERSION)
  • vue.js 2 (VERSION)
  • vue.js 3 (VERSION)
  • vue.js2 (VERSION)
  • vue.js@3 (VERSION)
  • vue2 (VERSION)
  • vue2.x (VERSION)
  • vue3 (VERSION)
  • vuejs 3 (VERSION)
  • vuejs3 (VERSION)

Context tags (catalog)

Component Lifecycle Composition API Directives Event Handling Mixins Nuxt.js Reactive Data Scoped Slots Server-Side Rendering Single File Components State Management Vue 3 Vue CLI Vue Devtools Vue Router Vuex

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Frontend Framework
Vendor
Evan You
License
mit
Year introduced
2014
Confidence
0.98
Version strategy
SEPARATE_ENTITY
Version tag
3

Maturity reasoning: Vue.js appears in many frontend job postings and is a common alternative to React/Angular; its ecosystem and Vue 3 adoption show sustained market demand rather than niche use.

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)

  • Frameworks & Libraries Catalog dimension db id 360

    Library dimension (catalog)

    Roles linked in library: Drupal Dev, Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTML Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: HTML id=1657 · html

Aliases — catalog

  • HTML (CANONICAL) primary

Context tags (catalog)

ARIA CSS DOM HTML5 JavaScript SEO SVG W3C W3C standards canvas forms front-end development markup validation meta tags microdata responsive design semantic markup web accessibility web components

Stored enrichment (catalog DB)

Category
Language
Sub-category
Markup Language
Vendor
W3C
License
unknown
Year introduced
1993
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: HTML appears in the vast majority of web/front-end job descriptions and remains a core browser standard; it is not sunset or replaced by a newer markup language.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
1467
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Pega Programming Languages & DSLs Catalog dimension db id 267

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: CSS id=623 · css

Aliases — catalog

  • CSS (CANONICAL) primary

Context tags (catalog)

Animations BEM Bootstrap Box Model CSS Modules CSS Variables Flexbox Frameworks Grid LESS Less Media Queries Positioning PostCSS Preprocessors Pseudo-classes Responsive Design SCSS SMACSS Sass Selectors Styling Tailwind CSS Transitions Z-index animation media queries pseudo-elements responsive design styled-components

Stored enrichment (catalog DB)

Category
Language
Sub-category
Stylesheet Language
Vendor
W3C
License
unknown
Year introduced
1996
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: CSS is a core front-end skill in most web JDs and remains standard in MDN/browser docs; it’s broadly used alongside HTML/JS rather than being replaced by a successor.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
486
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CSS Architecture and Styling Catalog dimension db id 117

    Library dimension (catalog)

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

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Storefront Styling and Responsive Layout Catalog dimension db id 423

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

  • Styling and Responsive Layout Catalog dimension db id 307

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CSS Architecture and Styling
css-architecture-and-styling
Existing dimension (library) · Role↔dimension saved
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Styling and Responsive Layout
styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: JavaScript id=607 · javascript

Aliases — catalog

  • JavaScript (CANONICAL) primary
  • ES2015 (VERSION)
  • ES2016 (VERSION)
  • ES2017 (VERSION)
  • ES2018 (VERSION)
  • ES2019 (VERSION)
  • ES2020 (VERSION)
  • ES2021 (VERSION)
  • ES2022 (VERSION)
  • ES2023 (VERSION)
  • ES2024 (VERSION)
  • ES5 (VERSION)
  • ES6 (VERSION)
  • JavaScript ES2015 (VERSION)
  • JavaScript ES2020 (VERSION)
  • JavaScript ES6 (VERSION)
  • modern JavaScript (VERSION)

Context tags (catalog)

AJAX Angular Babel DOM DOM manipulation ES6 Express JSON Node.js REST RESTful React TypeScript Vue Vue.js Webpack async/await asynchronous callback callback functions closure event-driven jQuery npm promises

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Mozilla
License
mpl
Year introduced
1995
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: JavaScript appears in a very high volume of job postings across frontend, backend, and full-stack roles, and remains a core language in major ecosystems like Node.js and React.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cross-Platform App Languages Catalog dimension db id 167

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

  • JavaScript and TypeScript Catalog dimension db id 114

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Ionic Developer, Node.js Backend Developer, React Frontend Developer, React Native Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • JavaScript for WordPress Catalog dimension db id 329

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • Pega Programming Languages & DSLs Catalog dimension db id 267

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

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

  • Programming Languages & DSLs Catalog dimension db id 475

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Storefront JavaScript and DOM Behavior Catalog dimension db id 422

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension saved
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vuex Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Vuex id=4417 · vuex

Aliases — catalog

  • Vuex (CANONICAL) primary

Context tags (catalog)

Vue Devtools Vue Router Vue composition API Vue.js Vuex ORM Vuex modules Vuex persistence Vuex plugins Vuex store structure actions getters mutations reactive state state management store

Stored enrichment (catalog DB)

Category
Framework
Sub-category
State Management Framework
Vendor
Evan You
License
mit
Year introduced
2014
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Vuex still appears in some Vue 2/legacy job postings, but many newer JDs specify Pinia as the preferred Vue state manager, indicating it’s being replaced rather than broadly adopted.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
2090
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Vue State Management Catalog dimension db id 458

    Library dimension (catalog)

    Roles linked in library: Vue Frontend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Vue State Management
vue-state-management
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vue Router Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Vue Router id=636 · vue-router

Aliases — catalog

  • Vue Router (CANONICAL) primary
  • Vue Router 3 (VERSION)
  • Vue Router 4 (VERSION)
  • vue router 3 (VERSION)
  • vue router 4 (VERSION)
  • vue-router 3 (VERSION)
  • vue-router 4 (VERSION)
  • vue-router v3 (VERSION)
  • vue-router v4 (VERSION)
  • vue-router3 (VERSION)
  • vue-router4 (VERSION)
  • vue-router@3 (VERSION)
  • vue-router@4 (VERSION)

Context tags (catalog)

SPA Vue CLI Vue Router 4 Vue.js Vuex component-based component-based routing composition API dynamic routes dynamic routing hash mode history mode lazy loading middleware navigation guards nested routes programmatic navigation route meta route parameters route params router-link router-view scroll behavior single-page application

Stored enrichment (catalog DB)

Category
Library
Sub-category
Routing Library
Vendor
Evan You
License
mit
Year introduced
2014
Confidence
0.90
Version strategy
SEPARATE_ENTITY
Version tag
4

Maturity reasoning: Commonly listed in Vue.js job descriptions and official Vue ecosystem docs; it remains the standard routing library for Vue apps, with no vendor sunset or replacement announced.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
7
Sub-category id
489
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Client Routing and Navigation Catalog dimension db id 119

    Library dimension (catalog)

    Roles linked in library: Frontend Developer, Web Developer

  • Client-Side Routing and Navigation Catalog dimension db id 299

    Library dimension (catalog)

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

  • Screen Navigation and State Catalog dimension db id 83

    Library dimension (catalog)

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

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Client Routing and Navigation
client-routing-and-navigation
Existing dimension (library) · Role↔dimension saved
Client-Side Routing and Navigation
client-side-routing-and-navigation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Screen Navigation and State
screen-navigation-and-state
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST id=11 · rest

Aliases — catalog

  • REST (CANONICAL) primary

Context tags (catalog)

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

Stored enrichment (catalog DB)

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

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

Skill profile (library / DB)

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

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

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

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

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

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Standards, Protocols & Compliance Catalog dimension db id 452

    Library dimension (catalog)

    Roles linked in library: Engineering Manager, Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards, Protocols & Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

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
Vue.js in_db
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTML in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTML in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTML in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTML in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS in_db
CSS Architecture and Styling
css-architecture-and-styling
Existing dimension (library) · Role↔dimension saved
CSS in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS in_db
Storefront Styling and Responsive Layout
storefront-styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CSS in_db
Styling and Responsive Layout
styling-and-responsive-layout
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension saved
JavaScript in_db
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript in_db
Storefront JavaScript and DOM Behavior
storefront-javascript-and-dom-behavior
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vuex in_db
Vue State Management
vue-state-management
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vue Router in_db
Client Routing and Navigation
client-routing-and-navigation
Existing dimension (library) · Role↔dimension saved
Vue Router in_db
Client-Side Routing and Navigation
client-side-routing-and-navigation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vue Router in_db
Screen Navigation and State
screen-navigation-and-state
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Standards, Protocols & Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Developer
CompanyWorkassist
Experience2 years of experience in Vue.js development
DomainIT Services
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Workassist is an online recruitment",
      "last_5_words": "recruiting great emerging talents."
    },
    "text": "Workassist is an online recruitment and employment solution provider in India. Leveraging technology through e-recruitment, Workassist connects job seekers with relevant profiles to employers and provides relevant jobs to job seekers across different industries and experience levels. With a network of many recruiters from sectors such as Banking \u0026 Finance, Consulting, Sales \u0026 Marketing, HR, IT, Operations, and Legal, Workassist assists employers in recruiting great emerging talents.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Workassist",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Information Technology",
        "Tech Services"
      ],
      "domain": "IT Services"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "Bachelor\u0027s degree in computer science or related field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 2,
    "raw": "2 years of experience in Vue.js development"
  },
  "job_locations": [],
  "role": "Software Developer",
  "role_aliases": [
    "Software Engineer",
    "SWE",
    "Frontend Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 5,
      "heading": "Primary Responsibility",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Develop user interface components",
        "last_5_words": "troubleshoot and debug complex issues"
      },
      "text": "\u2022 Develop user interface components using Vue.js\n\u2022 Build reusable components and front-end libraries\n\u2022 Optimize application for speed and scalability\n\u2022 Collaborate with team members and stakeholders to implement new features\n\u2022 Troubleshoot and debug complex issues",
      "word_count": 42
    },
    {
      "bullet_count": 7,
      "heading": "Requirements",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Bachelor\u0027s degree in computer",
        "last_5_words": "in a team environment"
      },
      "text": "\u2022 Bachelor\u0027s degree in computer science or related field\n\u2022 2 years of experience in Vue.js development\n\u2022 Proficient in HTML, CSS, and JavaScript\n\u2022 Strong understanding of Vue.js concepts\n\u2022 Experience with Vuex, Vue Router, and RESTful API\u0027s\n\u2022 Excellent problem-solving skills and attention to detail\n\u2022 Ability to work collaboratively in a team environment",
      "word_count": 66
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Vue.js"
    },
    {
      "is_primary": true,
      "skill_name": "HTML"
    },
    {
      "is_primary": true,
      "skill_name": "CSS"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "Vuex"
    },
    {
      "is_primary": true,
      "skill_name": "Vue Router"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    }
  ],
  "jd_role": {
    "display_name": "Software Developer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "SWE",
      "Frontend Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Workassist is an online recruitment",
        "last_5_words": "recruiting great emerging talents."
      },
      "text": "Workassist is an online recruitment and employment solution provider in India. Leveraging technology through e-recruitment, Workassist connects job seekers with relevant profiles to employers and provides relevant jobs to job seekers across different industries and experience levels. With a network of many recruiters from sectors such as Banking \u0026 Finance, Consulting, Sales \u0026 Marketing, HR, IT, Operations, and Legal, Workassist assists employers in recruiting great emerging talents.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Workassist",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Information Technology",
          "Tech Services"
        ],
        "domain": "IT Services"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "Bachelor\u0027s degree in computer science or related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 2,
      "raw": "2 years of experience in Vue.js development"
    },
    "job_locations": [],
    "role": "Software Developer",
    "role_aliases": [
      "Software Engineer",
      "SWE",
      "Frontend Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 5,
        "heading": "Primary Responsibility",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Develop user interface components",
          "last_5_words": "troubleshoot and debug complex issues"
        },
        "text": "\u2022 Develop user interface components using Vue.js\n\u2022 Build reusable components and front-end libraries\n\u2022 Optimize application for speed and scalability\n\u2022 Collaborate with team members and stakeholders to implement new features\n\u2022 Troubleshoot and debug complex issues",
        "word_count": 42
      },
      {
        "bullet_count": 7,
        "heading": "Requirements",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Bachelor\u0027s degree in computer",
          "last_5_words": "in a team environment"
        },
        "text": "\u2022 Bachelor\u0027s degree in computer science or related field\n\u2022 2 years of experience in Vue.js development\n\u2022 Proficient in HTML, CSS, and JavaScript\n\u2022 Strong understanding of Vue.js concepts\n\u2022 Experience with Vuex, Vue Router, and RESTful API\u0027s\n\u2022 Excellent problem-solving skills and attention to detail\n\u2022 Ability to work collaboratively in a team environment",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "e23e8a5e-8096-4ab4-9a80-a81e02d5c16e",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 1.0,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 1.0,
        "slug": "web-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 439,
        "score": 1.0,
        "slug": "frontend-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
            "sentence": "Build reusable components and front-end libraries",
            "similarity": 0.6601
          },
          {
            "kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
            "sentence": "Develop user interface components using Vue.js",
            "similarity": 0.6568
          },
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
            "sentence": "Optimize application for speed and scalability",
            "similarity": 0.6028
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.6399,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with team members and stakeholders to implement new features",
            "similarity": 0.6647
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Build reusable components and front-end libraries",
            "similarity": 0.6316
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Optimize application for speed and scalability",
            "similarity": 0.622
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.6394,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Svelte Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "UI component development",
            "sentence": "Develop user interface components using Vue.js",
            "similarity": 0.6669
          },
          {
            "kra_text": "performance tuning",
            "sentence": "Optimize application for speed and scalability",
            "similarity": 0.5888
          },
          {
            "kra_text": "UI component development",
            "sentence": "Build reusable components and front-end libraries",
            "similarity": 0.5873
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 92,
        "score": 0.6144,
        "slug": "svelte-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
            "sentence": "Optimize application for speed and scalability",
            "similarity": 0.6338
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate with team members and stakeholders to implement new features",
            "similarity": 0.6047
          },
          {
            "kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
            "sentence": "Build reusable components and front-end libraries",
            "similarity": 0.5614
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.6,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Angular component development",
            "sentence": "Develop user interface components using Vue.js",
            "similarity": 0.57
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with team members and stakeholders to implement new features",
            "similarity": 0.5608
          },
          {
            "kra_text": "Angular component development",
            "sentence": "Build reusable components and front-end libraries",
            "similarity": 0.5547
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5618,
        "slug": "angular-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "CSS",
          "JavaScript",
          "REST",
          "Vue Router"
        ],
        "role_id": 15,
        "score": 0.5714,
        "slug": "full-stack-engineer",
        "total_count": 7
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "CSS",
          "JavaScript",
          "REST",
          "Vue Router"
        ],
        "role_id": 435,
        "score": 0.5714,
        "slug": "fullstack-developer",
        "total_count": 7
      },
      {
        "display_name": "Sitecore Dev",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "CSS",
          "HTML",
          "JavaScript",
          "REST"
        ],
        "role_id": 233,
        "score": 0.5714,
        "slug": "sitecore-dev",
        "total_count": 7
      },
      {
        "display_name": "Vue Frontend Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "CSS",
          "JavaScript",
          "Vue Router",
          "Vuex"
        ],
        "role_id": 91,
        "score": 0.5714,
        "slug": "vue-frontend-developer",
        "total_count": 7
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "CSS",
          "HTML",
          "JavaScript",
          "Vue.js"
        ],
        "role_id": 228,
        "score": 0.5714,
        "slug": "drupal-dev",
        "total_count": 7
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "chosen_role": {
      "display_name": "Frontend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 7,
      "score": 1.0,
      "slug": "frontend-engineer",
      "total_count": null
    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": true,
    "llm2_reasoning": "The frontend-engineer\u2019s KRAs explicitly include building Vue.js components, using Vuex/Vue Router, and integrating with REST APIs matching the JD responsibilities.",
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "LLM2 picked frontend-engineer (confidence 0.95)",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 374,
    "centroid_updated": true,
    "collision_log_id": 854,
    "new_kra_attached": null,
    "new_skills_attached": [],
    "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": 4689,
      "existing_alias_text": "Vue.js",
      "input_term": "Vue.js",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "Vue.js",
        "id": 3201,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "vue-js",
        "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": 2627,
      "existing_alias_text": "HTML",
      "input_term": "HTML",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "HTML",
        "id": 1657,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "html",
        "sub_category_id": 1467,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1107,
      "existing_alias_text": "CSS",
      "input_term": "CSS",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "CSS",
        "id": 623,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "css",
        "sub_category_id": 486,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1028,
      "existing_alias_text": "JavaScript",
      "input_term": "JavaScript",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "JavaScript",
        "id": 607,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "javascript",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 6253,
      "existing_alias_text": "Vuex",
      "input_term": "Vuex",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "Vuex",
        "id": 4417,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "vuex",
        "sub_category_id": 2090,
        "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": 1120,
      "existing_alias_text": "Vue Router",
      "input_term": "Vue Router",
      "matched_canonical": {
        "category_id": 7,
        "display_name": "Vue Router",
        "id": 636,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LIBRARY",
        "slug": "vue-router",
        "sub_category_id": 489,
        "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": 106,
      "existing_alias_text": "REST",
      "input_term": "REST",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "REST",
        "id": 11,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "rest",
        "sub_category_id": 2122,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Drupal Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "drupal-dev",
      "source": "db"
    },
    {
      "display_name": "Engineering Manager",
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      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    },
    {
      "display_name": "Pega Developer",
      "id": 24,
      "rationale": null,
      "role_archetype": null,
      "slug": "pega-developer",
      "source": "db"
    },
    {
      "display_name": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
    {
      "display_name": "Frontend Developer",
      "id": 7,
      "rationale": null,
      "role_archetype": null,
      "slug": "frontend-engineer",
      "source": "db"
    },
    {
      "display_name": "Fullstack Developer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "full-stack-engineer",
      "source": "db"
    },
    {
      "display_name": "Fullstack Developer",
      "id": 435,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "fullstack-developer",
      "source": "db"
    },
    {
      "display_name": "React Frontend Developer",
      "id": 89,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Svelte Frontend Developer",
      "id": 92,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "svelte-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Vue Frontend Developer",
      "id": 91,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "vue-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Web Developer",
      "id": 25,
      "rationale": null,
      "role_archetype": null,
      "slug": "web-developer",
      "source": "db"
    },
    {
      "display_name": "Shopify Dev",
      "id": 230,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "shopify-dev",
      "source": "db"
    },
    {
      "display_name": "Angular Frontend Developer",
      "id": 90,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "angular-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Hybrid Mobile Developer",
      "id": 11,
      "rationale": null,
      "role_archetype": null,
      "slug": "hybrid-mobile-developer",
      "source": "db"
    },
    {
      "display_name": "Ionic Developer",
      "id": 434,
      "rationale": null,
      "role_archetype": null,
      "slug": "ionic-developer",
      "source": "db"
    },
    {
      "display_name": "Node.js Backend Developer",
      "id": 82,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "node-backend-developer",
      "source": "db"
    },
    {
      "display_name": "React Native Developer",
      "id": 73,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-native-developer",
      "source": "db"
    },
    {
      "display_name": "WordPress Dev",
      "id": 227,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
      "source": "db"
    },
    {
      "display_name": "Backend Developer",
      "id": 1,
      "rationale": null,
      "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
      "slug": "backend-engineer",
      "source": "db"
    },
    {
      "display_name": "Android Developer",
      "id": 4,
      "rationale": null,
      "role_archetype": null,
      "slug": "android-engineer",
      "source": "db"
    },
    {
      "display_name": "Flutter Developer",
      "id": 74,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "flutter-developer",
      "source": "db"
    },
    {
      "display_name": "Native Mobile Developer",
      "id": 75,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "native-mobile-developer",
      "source": "db"
    },
    {
      "display_name": "iOS Developer",
      "id": 6,
      "rationale": null,
      "role_archetype": null,
      "slug": "ios-engineer",
      "source": "db"
    },
    {
      "display_name": ".NET Backend Developer",
      "id": 83,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "dotnet-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Go Backend Developer",
      "id": 81,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "go-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Kotlin Backend Developer",
      "id": 84,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "kotlin-server-backend-developer",
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          ]
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            "source": "db"
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            }
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        }
      ],
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      "was_in_llm_skills": true
    },
    {
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        }
      ],
      "canonical": {
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    {
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        },
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          "alias_text": "vue router 3",
          "alias_type": "VERSION",
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "vue router 4",
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
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          "alias_text": "vue-router 3",
          "alias_type": "VERSION",
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "vue-router 4",
          "alias_type": "VERSION",
          "id": 2138,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "vue-router v3",
          "alias_type": "VERSION",
          "id": 2141,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "vue-router v4",
          "alias_type": "VERSION",
          "id": 2142,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "vue-router3",
          "alias_type": "VERSION",
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "vue-router4",
          "alias_type": "VERSION",
          "id": 2134,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "vue-router@3",
          "alias_type": "VERSION",
          "id": 2139,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "vue-router@4",
          "alias_type": "VERSION",
          "id": 2140,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
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        "display_name": "Vue Router",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LIBRARY",
        "slug": "vue-router",
        "sub_category_id": 489,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Client Routing and Navigation",
            "id": 119,
            "rationale": "Browser-side navigation, route matching, nested views, and URL-driven application flow. This cluster is coherent because frontend engineers own how users move through the app and how state maps to routes.",
            "slug": "client-routing-and-navigation",
            "source": "db"
          },
          "input_skill": "Vue Router",
          "llm_role": null,
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              "rationale": null,
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            },
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            }
          ]
        },
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            "rationale": "Browser-side navigation, route matching, nested views, and URL-driven application flow in frontend applications. This includes defining and managing routes, route params and dynamic segments, nested routes/views, navigation guards or route guards, query-string or URL state, and use of the history API across frontend frameworks such as React Router, Vue Router, and Angular Router.",
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            "source": "db"
          },
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              "rationale": null,
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            },
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            },
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            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
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            "slug": "screen-navigation-and-state",
            "source": "db"
          },
          "input_skill": "Vue Router",
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            },
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              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
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              "source": "db"
            },
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              "rationale": null,
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            },
            {
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              "rationale": null,
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              "source": "db"
            },
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              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
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            },
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              "rationale": null,
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              "slug": "native-mobile-developer",
              "source": "db"
            },
            {
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              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            },
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              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Vue Router",
      "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": "REST",
          "alias_type": "CANONICAL",
          "id": 106,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "REST",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "rest",
        "sub_category_id": 2122,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "API Design and Contracts",
            "id": 3,
            "rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
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            "source": "db"
          },
          "input_skill": "REST",
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              "source": "db"
            },
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              "id": 435,
              "rationale": null,
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            },
            {
              "display_name": "Fullstack Developer",
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              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
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            "rationale": "Designing backend service interfaces and contracts that other systems consume, including endpoint and operation shape, request/response payloads, schema and validation, pagination, filtering, idempotency, versioning, status codes, and backward compatibility across REST, GraphQL, gRPC, and OpenAPI-based APIs.",
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          },
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              "source": "db"
            },
            {
              "display_name": "Go Backend Developer",
              "id": 81,
              "rationale": null,
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              "slug": "go-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": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "PHP Backend Developer",
              "id": 86,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "php-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Python Backend Developer",
              "id": 80,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "python-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Ruby Backend Developer",
              "id": 85,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "ruby-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Scala Backend Developer",
              "id": 87,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "scala-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Integration Protocols \u0026 Standards",
            "id": 271,
            "rationale": "Standards and protocols for integrating Pega applications.",
            "slug": "integration-protocols-standards",
            "source": "db"
          },
          "input_skill": "REST",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Pega Developer",
              "id": 24,
              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Standards, Protocols \u0026 Compliance",
            "id": 452,
            "rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
            "slug": "standards-protocols-compliance",
            "source": "db"
          },
          "input_skill": "REST",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            },
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "REST",
      "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": []
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "LLM2 picked frontend-engineer (confidence 0.95)",
    "role_archetype": null,
    "slug": "frontend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
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        "dimension_id": 3,
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          {
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}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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