Pipeline run

526740fc-3058-45de-9fd9-9fe85180d908

Pipeline LLM cost (USD)

API 1: $0.0036 API 2: $0.0002 API 3: $0.0000 Total: $0.0038

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 and optimize responsive React pages, improve speed and UX, and debug cross-browser front-end issues while collaborating with the dev team. Also work with content/developers on SEO tasks like keyword research, on-page optimization, and performance tracking.

"“Design, develop, and optimize user-friendly, responsive web pages using React and other front-end technologies.”"

Tech stack maturity

Mainstream Modern

React is a widely adopted modern frontend framework, and SEO expertise commonly aligns with contemporary web application development rather than legacy or bleeding-edge stacks.

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)

React SEO Git Version Control Server-Side Rendering Google Analytics SEMrush

Skill cluster (2 dimension groups, role-scoped)

UI Frameworks and Rendering

React

Cross-cutting / unaligned

SEO Git Version Control Server-Side Rendering Google Analytics SEMrush

Show KRA description ↓

Front-End React Developer Responsibilities: • Collaborate closely with our development team to lead and execute front-end development projects. • Design, develop, and optimize user-friendly, responsive web pages using React and other front-end technologies. • Prioritize web page speed, performance, and overall user experience. • Implement UI/UX best practices to create visually appealing and intuitive interfaces. • Troubleshoot and resolve front-end issues, ensuring seamless cross-browser compatibility. • Stay updated with the latest front-end development trends and best practices. SEO Specialist Responsibilities: • Develop and implement effective SEO strategies to enhance the visibility and search engine rankings of www.copyrightable.com and www.trademarkia.com. • Conduct in-depth keyword research to identify opportunities for content optimization and link building. • Apply on-page optimization techniques, including meta tag optimization, content improvements, and more. • Perform competitive analysis within the trademark and copyright industry to maintain a competitive edge. • Monitor, analyze, and report website performance using SEO tools and analytics. • Collaborate closely with content creators and developers to seamlessly integrate SEO best practices. • Stay well-informed about industry trends and evolving search engine algorithms For Front-End React Developer: • Strong proficiency in front-end technologies, with a primary focus on React. • Proven experience in designing and developing responsive web pages and user interfaces. • In-depth understanding of web performance optimization techniques. • Knowledge of UI/UX principles and ability to implement best practices. • Effective teamwork and adaptability to evolving project requirements. • Exceptional troubleshooting and problem-solving skills. For SEO Specialist: • Demonstrated expertise in SEO, ideally in competitive online industries. • In-depth knowledge of SEO best practices, search engine algorithms, and relevant SEO tools. • Proficiency in keyword research methodologies and on-page optimization strategies. • Familiarity with SEO analysis and reporting tools (e.g., Google Analytics, SEMrush). • Strong analytical and problem-solving capabilities. • Effective communication and collaboration abilities. Preferred Qualifications (Both Roles): • Familiarity with server-side rendering (SSR) and its implications for SEO. • Experience using Git and version control systems. • Prior involvement with e-commerce or legal services websites is advantageous.

Signals

Skill full-stack-engineer

0.50

Alias web-developer

1.00

KRA frontend-engineer

0.68

Status: completed Created: 2026-05-27T16:56:22.771385Z Updated: 2026-05-27T16:57:50.699763Z API 3 duration: 25780 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 A

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

Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer

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

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Job Title: Front-End React Developer & SEO Specialist
Company: Trademarkia
Location: Chennai, India


About Trademarkia:
Trademarkia is a prominent online platform specializing in trademark and copyright services. We are currently seeking a highly skilled Front-End React Developer with a strong technical background to join our Chennai, India office. In this role, you will primarily focus on enhancing our websites, www.copyrightable.com and www.trademarkia.com, from a technical perspective. Additionally, you will contribute your SEO expertise to ensure these websites achieve optimal search engine rankings.


PLEASE NOTE: This is a TECHNICAL hands on position, not a purely SEO one. You must be an EXPERT level React.js front end developer in addition to being knowledgeable about SEO.


Key Responsibilities:
Front-End React Developer Responsibilities:
• Collaborate closely with our development team to lead and execute front-end development projects.
• Design, develop, and optimize user-friendly, responsive web pages using React and other front-end technologies.
• Prioritize web page speed, performance, and overall user experience.
• Implement UI/UX best practices to create visually appealing and intuitive interfaces.
• Troubleshoot and resolve front-end issues, ensuring seamless cross-browser compatibility.
• Stay updated with the latest front-end development trends and best practices.
SEO Specialist Responsibilities:
• Develop and implement effective SEO strategies to enhance the visibility and search engine rankings of www.copyrightable.com and www.trademarkia.com.
• Conduct in-depth keyword research to identify opportunities for content optimization and link building.
• Apply on-page optimization techniques, including meta tag optimization, content improvements, and more.
• Perform competitive analysis within the trademark and copyright industry to maintain a competitive edge.
• Monitor, analyze, and report website performance using SEO tools and analytics.
• Collaborate closely with content creators and developers to seamlessly integrate SEO best practices.
• Stay well-informed about industry trends and evolving search engine algorithms


Qualifications:
For Front-End React Developer:
• Strong proficiency in front-end technologies, with a primary focus on React.
• Proven experience in designing and developing responsive web pages and user interfaces.
• In-depth understanding of web performance optimization techniques.
• Knowledge of UI/UX principles and ability to implement best practices.
• Effective teamwork and adaptability to evolving project requirements.
• Exceptional troubleshooting and problem-solving skills.
For SEO Specialist:
• Demonstrated expertise in SEO, ideally in competitive online industries.
• In-depth knowledge of SEO best practices, search engine algorithms, and relevant SEO tools.
• Proficiency in keyword research methodologies and on-page optimization strategies.
• Familiarity with SEO analysis and reporting tools (e.g., Google Analytics, SEMrush).
• Strong analytical and problem-solving capabilities.
• Effective communication and collaboration abilities.
Preferred Qualifications (Both Roles):
• Familiarity with server-side rendering (SSR) and its implications for SEO.
• Experience using Git and version control systems.
• Prior involvement with e-commerce or legal services websites is advantageous.


How to Apply:
If you are a skilled Front-End React Developer with a passion for technical excellence and a secondary expertise in SEO, we encourage you to apply. Please submit your resume, portfolio (if applicable), and a cover letter detailing your relevant experience and accomplishments to us.


Join Trademarkia in Chennai, India, and leverage your technical prowess to elevate our websites' performance and deliver exceptional user experiences while contributing to their search engine optimization.


Salary & Benefits:


Trademarkia offers a competitive salary commensurate with experience. 


TOP CANDIDATES ONLY: Test to see your skills will be TECHNICAL. You must share your GIT repository and portfolio of sites you have built for serious consideration.

Skills from this JD

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

React Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: React id=610 · react

Aliases — catalog

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

Context tags (catalog)

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

Stored enrichment (catalog DB)

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

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

Skill profile (library / DB)

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

Dimensions (API 2 worklist)

Application Frameworks & Libraries Catalog dimension db id 451

Library dimension (catalog)

Roles linked in library: Sitecore Dev
Frameworks & Libraries Catalog dimension db id 360

Library dimension (catalog)

Roles linked in library: Drupal Dev, Engineering Manager
Frontend Frameworks and Libraries Catalog dimension db id 434

Library dimension (catalog)

Roles linked in library: Shopify Dev
JavaScript for WordPress Catalog dimension db id 329

Library dimension (catalog)

Roles linked in library: WordPress Dev
React Component Architecture Catalog dimension db id 302

Library dimension (catalog)

Roles linked in library: React Frontend Developer
UI Frameworks and Rendering Catalog dimension db id 115

Library dimension (catalog)

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

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Application Frameworks & Libraries application-frameworks-libraries	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Frameworks & Libraries frameworks-libraries	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Frontend Frameworks and Libraries frontend-frameworks-and-libraries	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript for WordPress javascript-for-wordpress	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Component Architecture react-component-architecture	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
UI Frameworks and Rendering ui-frameworks-and-rendering	✓	✓	Existing dimension (library) · Role↔dimension saved

SEO Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: SEO id=1658 · seo

Aliases — catalog

SEO (CANONICAL)

Context tags (catalog)

Google Analytics SEO tools SERP algorithm updates backlinking black hat SEO content optimization keyword research local SEO meta tags off-page SEO on-page SEO rank tracking schema markup site audit white hat SEO

Stored enrichment (catalog DB)

Category: Domain
Sub-category: Search Engine Optimization
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: SEO appears in large volumes of marketing, content, and growth job descriptions across industries; Google Search Central and major CMS vendors continue to publish active guidance, indicating broad ongoing demand.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 37
Sub-category id: 1251
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)

Version Control 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: Practices
Sub-category: general
Skill nature: PRACTICE
Volatility: STABLE
Typical lifespan: EVERGREEN
Version strategy: UNVERSIONED

Server-Side Rendering 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 Frameworks
Sub-category: general
Skill nature: CONCEPT
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Google Analytics 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: Monitoring Tools
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

SEMrush 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: Marketing Tools
Sub-category: general
Skill nature: TOOL
Volatility: FAST
Typical lifespan: SHORT_LIVED
Version strategy: VERSIONED

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
React	in_db	Application Frameworks & Libraries application-frameworks-libraries	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React	in_db	Frameworks & Libraries frameworks-libraries	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React	in_db	Frontend Frameworks and Libraries frontend-frameworks-and-libraries	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React	in_db	JavaScript for WordPress javascript-for-wordpress	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React	in_db	React Component Architecture react-component-architecture	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React	in_db	UI Frameworks and Rendering ui-frameworks-and-rendering	✓	✓	Existing dimension (library) · Role↔dimension saved
SEO	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)

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Version Control \| type=Practices subtype=general nature=PRACTICE lifespan=EVERGREEN
canonical_skill_proposed	Server-Side Rendering \| type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed	Google Analytics \| type=Monitoring Tools subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed	SEMrush \| type=Marketing Tools subtype=general nature=TOOL lifespan=SHORT_LIVED

nano JD Parser — gpt-4.1-nano click to toggle

RoleFront-End React Developer & SEO Specialist

CompanyTrademarkia

DomainOther

Location Chennai, India (onsite)

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Trademarkia is a prominent online",
      "last_5_words": "optimal search engine rankings."
    },
    "text": "Trademarkia is a prominent online platform specializing in trademark and copyright services. We are currently seeking a highly skilled Front-End React Developer with a strong technical background to join our Chennai, India office. In this role, you will primarily focus on enhancing our websites, www.copyrightable.com and www.trademarkia.com, from a technical perspective. Additionally, you will contribute your SEO expertise to ensure these websites achieve optimal search engine rankings.",
    "word_count": 64
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  "certifications": [],
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      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "Front-End React Developer \u0026 SEO Specialist",
  "role_aliases": [
    "React Developer",
    "Front-End Developer",
    "SEO Specialist"
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 13,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Front-End React Developer Responsibilities:",
        "last_5_words": "search engine algorithms"
      },
      "text": "Front-End React Developer Responsibilities:\n\u2022 Collaborate closely with our development team to lead and execute front-end development projects.\n\u2022 Design, develop, and optimize user-friendly, responsive web pages using React and other front-end technologies.\n\u2022 Prioritize web page speed, performance, and overall user experience.\n\u2022 Implement UI/UX best practices to create visually appealing and intuitive interfaces.\n\u2022 Troubleshoot and resolve front-end issues, ensuring seamless cross-browser compatibility.\n\u2022 Stay updated with the latest front-end development trends and best practices.\nSEO Specialist Responsibilities:\n\u2022 Develop and implement effective SEO strategies to enhance the visibility and search engine rankings of www.copyrightable.com and www.trademarkia.com.\n\u2022 Conduct in-depth keyword research to identify opportunities for content optimization and link building.\n\u2022 Apply on-page optimization techniques, including meta tag optimization, content improvements, and more.\n\u2022 Perform competitive analysis within the trademark and copyright industry to maintain a competitive edge.\n\u2022 Monitor, analyze, and report website performance using SEO tools and analytics.\n\u2022 Collaborate closely with content creators and developers to seamlessly integrate SEO best practices.\n\u2022 Stay well-informed about industry trends and evolving search engine algorithms",
      "word_count": 307
    },
    {
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      "heading": "Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "For Front-End React Developer:",
        "last_5_words": "is advantageous."
      },
      "text": "For Front-End React Developer:\n\u2022 Strong proficiency in front-end technologies, with a primary focus on React.\n\u2022 Proven experience in designing and developing responsive web pages and user interfaces.\n\u2022 In-depth understanding of web performance optimization techniques.\n\u2022 Knowledge of UI/UX principles and ability to implement best practices.\n\u2022 Effective teamwork and adaptability to evolving project requirements.\n\u2022 Exceptional troubleshooting and problem-solving skills.\nFor SEO Specialist:\n\u2022 Demonstrated expertise in SEO, ideally in competitive online industries.\n\u2022 In-depth knowledge of SEO best practices, search engine algorithms, and relevant SEO tools.\n\u2022 Proficiency in keyword research methodologies and on-page optimization strategies.\n\u2022 Familiarity with SEO analysis and reporting tools (e.g., Google Analytics, SEMrush).\n\u2022 Strong analytical and problem-solving capabilities.\n\u2022 Effective communication and collaboration abilities.\nPreferred Qualifications (Both Roles):\n\u2022 Familiarity with server-side rendering (SSR) and its implications for SEO.\n\u2022 Experience using Git and version control systems.\n\u2022 Prior involvement with e-commerce or legal services websites is advantageous.",
      "word_count": 266
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "http://www.copyrightable.com"
    },
    {
      "type": "website",
      "url": "http://www.trademarkia.com"
    }
  ]
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "React"
    },
    {
      "is_primary": true,
      "skill_name": "SEO"
    },
    {
      "is_primary": false,
      "skill_name": "Git"
    },
    {
      "is_primary": false,
      "skill_name": "Version Control"
    },
    {
      "is_primary": false,
      "skill_name": "Server-Side Rendering"
    },
    {
      "is_primary": false,
      "skill_name": "Google Analytics"
    },
    {
      "is_primary": false,
      "skill_name": "SEMrush"
    }
  ],
  "jd_role": {
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    "rationale": null,
    "role_aliases": [
      "React Developer",
      "Front-End Developer",
      "SEO Specialist"
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    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
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        "first_5_words": "Trademarkia is a prominent online",
        "last_5_words": "optimal search engine rankings."
      },
      "text": "Trademarkia is a prominent online platform specializing in trademark and copyright services. We are currently seeking a highly skilled Front-End React Developer with a strong technical background to join our Chennai, India office. In this role, you will primarily focus on enhancing our websites, www.copyrightable.com and www.trademarkia.com, from a technical perspective. Additionally, you will contribute your SEO expertise to ensure these websites achieve optimal search engine rankings.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Trademarkia",
    "ctc": null,
    "domain": {
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        "aliases": [],
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      },
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    "education": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [
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    "role": "Front-End React Developer \u0026 SEO Specialist",
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        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Front-End React Developer Responsibilities:",
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        },
        "text": "Front-End React Developer Responsibilities:\n\u2022 Collaborate closely with our development team to lead and execute front-end development projects.\n\u2022 Design, develop, and optimize user-friendly, responsive web pages using React and other front-end technologies.\n\u2022 Prioritize web page speed, performance, and overall user experience.\n\u2022 Implement UI/UX best practices to create visually appealing and intuitive interfaces.\n\u2022 Troubleshoot and resolve front-end issues, ensuring seamless cross-browser compatibility.\n\u2022 Stay updated with the latest front-end development trends and best practices.\nSEO Specialist Responsibilities:\n\u2022 Develop and implement effective SEO strategies to enhance the visibility and search engine rankings of www.copyrightable.com and www.trademarkia.com.\n\u2022 Conduct in-depth keyword research to identify opportunities for content optimization and link building.\n\u2022 Apply on-page optimization techniques, including meta tag optimization, content improvements, and more.\n\u2022 Perform competitive analysis within the trademark and copyright industry to maintain a competitive edge.\n\u2022 Monitor, analyze, and report website performance using SEO tools and analytics.\n\u2022 Collaborate closely with content creators and developers to seamlessly integrate SEO best practices.\n\u2022 Stay well-informed about industry trends and evolving search engine algorithms",
        "word_count": 307
      },
      {
        "bullet_count": 15,
        "heading": "Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "For Front-End React Developer:",
          "last_5_words": "is advantageous."
        },
        "text": "For Front-End React Developer:\n\u2022 Strong proficiency in front-end technologies, with a primary focus on React.\n\u2022 Proven experience in designing and developing responsive web pages and user interfaces.\n\u2022 In-depth understanding of web performance optimization techniques.\n\u2022 Knowledge of UI/UX principles and ability to implement best practices.\n\u2022 Effective teamwork and adaptability to evolving project requirements.\n\u2022 Exceptional troubleshooting and problem-solving skills.\nFor SEO Specialist:\n\u2022 Demonstrated expertise in SEO, ideally in competitive online industries.\n\u2022 In-depth knowledge of SEO best practices, search engine algorithms, and relevant SEO tools.\n\u2022 Proficiency in keyword research methodologies and on-page optimization strategies.\n\u2022 Familiarity with SEO analysis and reporting tools (e.g., Google Analytics, SEMrush).\n\u2022 Strong analytical and problem-solving capabilities.\n\u2022 Effective communication and collaboration abilities.\nPreferred Qualifications (Both Roles):\n\u2022 Familiarity with server-side rendering (SSR) and its implications for SEO.\n\u2022 Experience using Git and version control systems.\n\u2022 Prior involvement with e-commerce or legal services websites is advantageous.",
        "word_count": 266
      }
    ],
    "urls": [
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        "type": "website",
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      },
      {
        "type": "website",
        "url": "http://www.trademarkia.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "526740fc-3058-45de-9fd9-9fe85180d908",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "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": "React Frontend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 1.0,
        "slug": "react-frontend-developer",
        "total_count": null
      },
      {
        "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
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Troubleshoot and resolve front-end issues, ensuring seamless cross-browser compatibility.",
            "similarity": 0.7192
          },
          {
            "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": "Design, develop, and optimize user-friendly, responsive web pages using React and other front-end technologies.",
            "similarity": 0.694
          },
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
            "sentence": "In-depth understanding of web performance optimization techniques.",
            "similarity": 0.626
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.6797,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate closely with our development team to lead and execute front-end development projects.",
            "similarity": 0.662
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Prioritize web page speed, performance, and overall user experience.",
            "similarity": 0.609
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "In-depth understanding of web performance optimization techniques.",
            "similarity": 0.566
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.6123,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Vue Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "validate cross-browser behavior",
            "sentence": "Troubleshoot and resolve front-end issues, ensuring seamless cross-browser compatibility.",
            "similarity": 0.6406
          },
          {
            "kra_text": "improve usability and responsiveness",
            "sentence": "Implement UI/UX best practices to create visually appealing and intuitive interfaces.",
            "similarity": 0.5852
          },
          {
            "kra_text": "improve usability and responsiveness",
            "sentence": "Proven experience in designing and developing responsive web pages and user interfaces.",
            "similarity": 0.5425
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 91,
        "score": 0.5894,
        "slug": "vue-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Implement user-facing screens and interactions",
            "sentence": "Implement UI/UX best practices to create visually appealing and intuitive interfaces.",
            "similarity": 0.6093
          },
          {
            "kra_text": "support responsive layouts and browser compatibility",
            "sentence": "Troubleshoot and resolve front-end issues, ensuring seamless cross-browser compatibility.",
            "similarity": 0.5843
          },
          {
            "kra_text": "support responsive layouts and browser compatibility",
            "sentence": "Proven experience in designing and developing responsive web pages and user interfaces.",
            "similarity": 0.5552
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.583,
        "slug": "react-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Implement UI/UX best practices to create visually appealing and intuitive interfaces.",
            "similarity": 0.6249
          },
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            "kra_text": "user interaction design and refinement",
            "sentence": "Proven experience in designing and developing responsive web pages and user interfaces.",
            "similarity": 0.5571
          },
          {
            "kra_text": "defect troubleshooting and resolution",
            "sentence": "Exceptional troubleshooting and problem-solving skills.",
            "similarity": 0.5399
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.5739,
        "slug": "pega-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "React"
        ],
        "role_id": 15,
        "score": 0.5,
        "slug": "full-stack-engineer",
        "total_count": 2
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "React"
        ],
        "role_id": 11,
        "score": 0.5,
        "slug": "hybrid-mobile-developer",
        "total_count": 2
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "React"
        ],
        "role_id": 25,
        "score": 0.5,
        "slug": "web-developer",
        "total_count": 2
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "React"
        ],
        "role_id": 89,
        "score": 0.5,
        "slug": "react-frontend-developer",
        "total_count": 2
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "React"
        ],
        "role_id": 7,
        "score": 0.5,
        "slug": "frontend-engineer",
        "total_count": 2
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "A",
    "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": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
    "sub_role": null
  },
  "stage5_updates": null
}

API 2 — extract-details

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      "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": 2628,
      "existing_alias_text": "SEO",
      "input_term": "SEO",
      "matched_canonical": {
        "category_id": 37,
        "display_name": "SEO",
        "id": 1658,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "seo",
        "sub_category_id": 1251,
        "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"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
    {
      "display_name": "Drupal Dev",
      "id": 228,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "drupal-dev",
      "source": "db"
    },
    {
      "display_name": "Engineering Manager",
      "id": 121,
      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    },
    {
      "display_name": "Shopify Dev",
      "id": 230,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "shopify-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"
    },
    {
      "display_name": "Frontend Developer",
      "id": 7,
      "rationale": null,
      "role_archetype": null,
      "slug": "frontend-engineer",
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    },
    {
      "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": "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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    }
  ],
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
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    "slug": "frontend-engineer",
    "source": "db"
  },
  "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",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Frameworks \u0026 Libraries",
        "id": 360,
        "rationale": "Manage adoption, integration, and best practices around key software frameworks and libraries.",
        "slug": "frameworks-libraries",
        "source": "db"
      },
      "input_skill": "React",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Drupal Dev",
          "id": 228,
          "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",
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        }
      ]
    },
    {
      "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.",
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        "source": "db"
      },
      "input_skill": "React",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Shopify Dev",
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          "role_archetype": "Engineering",
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        }
      ]
    },
    {
      "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",
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          "rationale": null,
          "role_archetype": "Engineering",
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        }
      ]
    },
    {
      "dimension": {
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        "display_name": "React Component Architecture",
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        "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": [
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "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": "React",
      "llm_role": null,
      "roles_from_db": [
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        },
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      ]
    },
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      "dimension": {
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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": "SEO",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
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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",
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      "input_skill": "Git",
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      "roles_from_db": []
    }
  ],
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  "input_llm_skills": [
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  "new_aliases_persisted": 0,
  "run_id": "526740fc-3058-45de-9fd9-9fe85180d908",
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        },
        {
          "alias_text": "React 0.13",
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        },
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          "alias_text": "React 15.x",
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          "alias_text": "React 16",
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          "match_strategy": "CASE_INSENSITIVE"
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          "alias_text": "React 17",
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          "alias_text": "React 18",
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        },
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          "alias_text": "React 18.x",
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "React 19",
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "React v15",
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          "match_strategy": "CASE_INSENSITIVE"
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          "alias_text": "React v18",
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          "match_strategy": "CASE_INSENSITIVE"
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        {
          "alias_text": "React v19",
          "alias_type": "VERSION",
          "id": 6510,
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "ReactJS 18",
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          "id": 2074,
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react 15",
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          "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": "react19",
          "alias_type": "VERSION",
          "id": 6500,
          "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": "Frameworks \u0026 Libraries",
            "id": 360,
            "rationale": "Manage adoption, integration, and best practices around key software frameworks and libraries.",
            "slug": "frameworks-libraries",
            "source": "db"
          },
          "input_skill": "React",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Drupal Dev",
              "id": 228,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "drupal-dev",
              "source": "db"
            },
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        },
        {
          "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": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            },
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "Ionic Developer",
              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
              "id": 25,
              "rationale": null,
              "role_archetype": null,
              "slug": "web-developer",
              "source": "db"
            }
          ]
        }
      ],
      "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": "SEO",
          "alias_type": "CANONICAL",
          "id": 2628,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 37,
        "display_name": "SEO",
        "id": 1658,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "seo",
        "sub_category_id": 1251,
        "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": "SEO",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "SEO",
      "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": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Version Control",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Practices",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "version-control",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Server-Side Rendering",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "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": "server-side-rendering",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Google Analytics",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Monitoring Tools",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "google-analytics",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SEMrush",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Marketing Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "SHORT_LIVED",
          "version_strategy": "VERSIONED",
          "volatility": "FAST"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "semrush",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Version Control",
    "Server-Side Rendering",
    "Google Analytics",
    "SEMrush"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Frontend Developer",
    "id": 7,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
    "role_archetype": null,
    "slug": "frontend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "React",
      "tag": "in_db"
    },
    {
      "skill": "SEO",
      "tag": "in_db"
    },
    {
      "skill": "Git",
      "tag": "in_db"
    },
    {
      "skill": "Version Control",
      "tag": "new"
    },
    {
      "skill": "Server-Side Rendering",
      "tag": "new"
    },
    {
      "skill": "Google Analytics",
      "tag": "new"
    },
    {
      "skill": "SEMrush",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Application Frameworks \u0026 Libraries",
          "id": 451,
          "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
          "slug": "application-frameworks-libraries",
          "source": "db"
        },
        "dimension_id": 451,
        "input_skill": "React",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Frameworks \u0026 Libraries",
          "id": 360,
          "rationale": "Manage adoption, integration, and best practices around key software frameworks and libraries.",
          "slug": "frameworks-libraries",
          "source": "db"
        },
        "dimension_id": 360,
        "input_skill": "React",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Drupal Dev",
            "id": 228,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "drupal-dev",
            "source": "db"
          },
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Frontend Frameworks and Libraries",
          "id": 434,
          "rationale": "Utilizing modern JavaScript frameworks and Shopify libraries to build dynamic and interactive storefronts.",
          "slug": "frontend-frameworks-and-libraries",
          "source": "db"
        },
        "dimension_id": 434,
        "input_skill": "React",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Shopify Dev",
            "id": 230,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "shopify-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "JavaScript for WordPress",
          "id": 329,
          "rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
          "slug": "javascript-for-wordpress",
          "source": "db"
        },
        "dimension_id": 329,
        "input_skill": "React",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "WordPress Dev",
            "id": 227,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "wordpress-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Component Architecture",
          "id": 302,
          "rationale": "Building reusable React components, composing props and children, and managing rendering behavior across feature screens. This is the primary framework cluster for a React frontend developer.",
          "slug": "react-component-architecture",
          "source": "db"
        },
        "dimension_id": 302,
        "input_skill": "React",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "UI Frameworks and Rendering",
          "id": 115,
          "rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
          "slug": "ui-frameworks-and-rendering",
          "source": "db"
        },
        "dimension_id": 115,
        "input_skill": "React",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          },
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "Ionic Developer",
            "id": 434,
            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 610,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "SEO",
        "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": 1658,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 7,
        "dimension": {
          "difficulty_hint": "well_known",
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