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Pipeline run

0d5c01d1-1ec1-43c2-925d-0230597c7ed0

Pipeline LLM cost (USD)
API 1: $0.0033 API 2: $0.0002 API 3: $0.0000 Total: $0.0035

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 · API and service implementation
Works on HCL/WebSphere Commerce changes end to end: gather requirements, design and build WCS web/backend components in JSP/JavaScript/Struts/EJB, and support integration testing, data conversion, and cutover for Extended Sites/store models.
"Involve in design and development of application components, both web components and backend components"
Tech stack maturity
Mainstream Modern
JavaScript backend development is a widely adopted, current mainstream stack that is commonly used in modern web services and APIs.
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 (8)
HCL WebSphere Commerce Enterprise Extended Sites JSP JavaScript Struts EJB Agile Scrum
Skill cluster (2 dimension groups, role-scoped)
Programming Languages
JavaScript
Cross-cutting / unaligned
HCL WebSphere Commerce Enterprise Extended Sites JSP Struts EJB Agile Scrum
Show KRA description ↓
• The incumbent is expected to participate in gathering requirements, documenting and designing WCS functionality and the related enhancements within the application. • Involve in design and development of application components, both web components and backend components • Support application integration testing, integration development, data conversion and cutover activities • Minimum of six (6) years of experience with full life cycle implementation of HCL/WebSphere Commerce Enterprise • Minimum of three (3) years of experience implementing the Extended Sites model and the different store models within the framework Experience integrating with responsive user interface and responsive web design • Minimum (3) years of experience with front end development technologies like JSP/JavaScript • Experience with design, development and testing application extensions • Strong understanding of the HCL/WCS runtime framework, comfortable working with Struts, experience developing front-end components, use of tag libraries, and comfortable developing WCS EJB, access and databeans • Must have a Bachelor’s degree in Computer Science or equivalent • Familiarity with Agile/Scrum methodologies • Good communications skills

Signals

Skill full-stack-engineer
0.17
Alias backend-engineer
1.00
KRA svelte-frontend-developer
0.51

Post-classification

Centroidupdated · n=1750
Alias collision log
New-role queue
New skills captured5
New KRA capturedyes

Captured for admin review

HCL WebSphere Commerce Enterprise primary Backend Developer pending
Extended Sites primary Backend Developer pending
JSP primary Backend Developer pending
Struts primary Backend Developer pending
EJB primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

• The incumbent is expected to participate in gathering requirements, documenting and designing WCS functionality and the related enhancements within the application. • Involve in design and developme…

Status: completed Created: 2026-05-27T17:39:57.530972Z Updated: 2026-05-27T17:40:45.595252Z API 3 duration: 6562 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

Backend Developer

CASE A

slug: backend-engineer · id: 1 · source: db

Exact alias hit on backend-engineer (1.0) — no other alias at this confidence; skill_top full-stack-engineer 0.17 does not contradict

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

Description -

HP2B is seeking a Sr. Software Developer to take part in developing eCommerce Solutions for B2B applications. In this role, you will be responsible for designing and developing software, working with various functions and development teams in and outside the company and taking part in architecture discussions. Our ideal candidate is a team player with can-do attitude, who is enthusiastic problem solver.

Primary Job Responsibilities Include
• The incumbent is expected to participate in gathering requirements, documenting and designing WCS functionality and the related enhancements within the application.
• Involve in design and development of application components, both web components and backend components
• Support application integration testing, integration development, data conversion and cutover activities

Required Qualifications
• Minimum of six (6) years of experience with full life cycle implementation of HCL/WebSphere Commerce Enterprise
• Minimum of three (3) years of experience implementing the Extended Sites model and the different store models within the framework Experience integrating with responsive user interface and responsive web design
• Minimum (3) years of experience with front end development technologies like JSP/JavaScript
• Experience with design, development and testing application extensions
• Strong understanding of the HCL/WCS runtime framework, comfortable working with Struts, experience developing front-end components, use of tag libraries, and comfortable developing WCS EJB, access and databeans
• Must have a Bachelor’s degree in Computer Science or equivalent
• Familiarity with Agile/Scrum methodologies
• Good communications skills

About HP

You’re out to reimagine and reinvent what’s possible—in your career as well as the world around you.

So are we. We love taking on tough challenges, disrupting the status quo, and creating what’s next. We’re in search of talented people who are inspired by big challenges, driven to learn and grow, and dedicated to making a meaningful difference.

HP is a technology company that operates in more than 170 countries around the world united in creating technology that makes life better for everyone, everywhere.

Our history: HP’s commitment to diversity, equity and inclusion – it's just who we are.

From the boardroom to factory floor, we create a culture where everyone is respected and where people can be themselves, while being a part of something bigger than themselves. We celebrate the notion that you can belong at HP and bring your authentic self to work each and every day. When you do that, you’re more innovative and that helps grow our bottom line. Come to HP and thrive!

Skills from this JD

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

HCL WebSphere Commerce Enterprise Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Extended Sites Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Web Frameworks
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
JSP Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Programming Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
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 skipped (dimension not under chosen role)
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 saved
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)
Struts Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Web Frameworks
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
EJB Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Programming Languages
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Agile Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

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

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

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

Skill profile (library / DB)

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

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

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

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

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

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Scrum
Confidence
0.99
Version strategy
NOT_APPLICABLE

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

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3627
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

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

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

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
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 skipped (dimension not under chosen role)
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 saved
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)
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed HCL WebSphere Commerce Enterprise | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Extended Sites | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed JSP | type=Programming Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR
canonical_skill_proposed Struts | type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed EJB | type=Programming Languages subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSr. Software Developer
CompanyHP
ExperienceMinimum of six (6) years of experience with full life cycle implementation of HCL/WebSphere Commerce Enterprise
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "HP is a technology company",
      "last_5_words": "better for everyone, everywhere."
    },
    "text": "HP is a technology company that operates in more than 170 countries around the world united in creating technology that makes life better for everyone, everywhere.",
    "word_count": 27
  },
  "certifications": [],
  "company_name": "HP",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Technology Services",
        "IT Solutions"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or equivalent)",
      "raw": "Must have a Bachelor\u2019s degree in Computer Science or equivalent",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 6,
    "raw": "Minimum of six (6) years of experience with full life cycle implementation of HCL/WebSphere Commerce Enterprise"
  },
  "job_locations": [],
  "role": "Sr. Software Developer",
  "role_aliases": [
    "Software Developer",
    "Senior Software Engineer",
    "SDE"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 3,
      "heading": "Primary Job Responsibilities Include",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 The incumbent is expected",
        "last_5_words": "data conversion and cutover activities"
      },
      "text": "\u2022 The incumbent is expected to participate in gathering requirements, documenting and designing WCS functionality and the related enhancements within the application.\n\u2022 Involve in design and development of application components, both web components and backend components\n\u2022 Support application integration testing, integration development, data conversion and cutover activities",
      "word_count": 45
    },
    {
      "bullet_count": 8,
      "heading": "Required Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Minimum of six (6) years",
        "last_5_words": "and good communications skills"
      },
      "text": "\u2022 Minimum of six (6) years of experience with full life cycle implementation of HCL/WebSphere Commerce Enterprise\n\u2022 Minimum of three (3) years of experience implementing the Extended Sites model and the different store models within the framework Experience integrating with responsive user interface and responsive web design\n\u2022 Minimum (3) years of experience with front end development technologies like JSP/JavaScript\n\u2022 Experience with design, development and testing application extensions\n\u2022 Strong understanding of the HCL/WCS runtime framework, comfortable working with Struts, experience developing front-end components, use of tag libraries, and comfortable developing WCS EJB, access and databeans\n\u2022 Must have a Bachelor\u2019s degree in Computer Science or equivalent\n\u2022 Familiarity with Agile/Scrum methodologies\n\u2022 Good communications skills",
      "word_count": 104
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "HCL WebSphere Commerce Enterprise"
    },
    {
      "is_primary": true,
      "skill_name": "Extended Sites"
    },
    {
      "is_primary": true,
      "skill_name": "JSP"
    },
    {
      "is_primary": true,
      "skill_name": "JavaScript"
    },
    {
      "is_primary": true,
      "skill_name": "Struts"
    },
    {
      "is_primary": true,
      "skill_name": "EJB"
    },
    {
      "is_primary": false,
      "skill_name": "Agile"
    },
    {
      "is_primary": false,
      "skill_name": "Scrum"
    }
  ],
  "jd_role": {
    "display_name": "Sr. Software Developer",
    "rationale": null,
    "role_aliases": [
      "Software Developer",
      "Senior Software Engineer",
      "SDE"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "HP is a technology company",
        "last_5_words": "better for everyone, everywhere."
      },
      "text": "HP is a technology company that operates in more than 170 countries around the world united in creating technology that makes life better for everyone, everywhere.",
      "word_count": 27
    },
    "certifications": [],
    "company_name": "HP",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Technology Services",
          "IT Solutions"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or equivalent)",
        "raw": "Must have a Bachelor\u2019s degree in Computer Science or equivalent",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 6,
      "raw": "Minimum of six (6) years of experience with full life cycle implementation of HCL/WebSphere Commerce Enterprise"
    },
    "job_locations": [],
    "role": "Sr. Software Developer",
    "role_aliases": [
      "Software Developer",
      "Senior Software Engineer",
      "SDE"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 3,
        "heading": "Primary Job Responsibilities Include",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 The incumbent is expected",
          "last_5_words": "data conversion and cutover activities"
        },
        "text": "\u2022 The incumbent is expected to participate in gathering requirements, documenting and designing WCS functionality and the related enhancements within the application.\n\u2022 Involve in design and development of application components, both web components and backend components\n\u2022 Support application integration testing, integration development, data conversion and cutover activities",
        "word_count": 45
      },
      {
        "bullet_count": 8,
        "heading": "Required Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Minimum of six (6) years",
          "last_5_words": "and good communications skills"
        },
        "text": "\u2022 Minimum of six (6) years of experience with full life cycle implementation of HCL/WebSphere Commerce Enterprise\n\u2022 Minimum of three (3) years of experience implementing the Extended Sites model and the different store models within the framework Experience integrating with responsive user interface and responsive web design\n\u2022 Minimum (3) years of experience with front end development technologies like JSP/JavaScript\n\u2022 Experience with design, development and testing application extensions\n\u2022 Strong understanding of the HCL/WCS runtime framework, comfortable working with Struts, experience developing front-end components, use of tag libraries, and comfortable developing WCS EJB, access and databeans\n\u2022 Must have a Bachelor\u2019s degree in Computer Science or equivalent\n\u2022 Familiarity with Agile/Scrum methodologies\n\u2022 Good communications skills",
        "word_count": 104
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "0d5c01d1-1ec1-43c2-925d-0230597c7ed0",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Svelte Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "UI component development",
            "sentence": "Involve in design and development of application components, both web components and backend components",
            "similarity": 0.6235
          },
          {
            "kra_text": "backend data integration",
            "sentence": "Support application integration testing, integration development, data conversion and cutover activities",
            "similarity": 0.4983
          },
          {
            "kra_text": "UI component development",
            "sentence": "Minimum (3) years of experience with front end development technologies like JSP/JavaScript",
            "similarity": 0.4005
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 92,
        "score": 0.5074,
        "slug": "svelte-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
            "sentence": "Involve in design and development of application components, both web components and backend components",
            "similarity": 0.5794
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "The incumbent is expected to participate in gathering requirements, documenting and designing WCS functionality and the related enhancements within the application.",
            "similarity": 0.4645
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
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            "similarity": 0.4116
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4852,
        "slug": "full-stack-engineer",
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      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Angular component development",
            "sentence": "Involve in design and development of application components, both web components and backend components",
            "similarity": 0.5657
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Support application integration testing, integration development, data conversion and cutover activities",
            "similarity": 0.4718
          },
          {
            "kra_text": "collaboration with design and QA",
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          }
        ],
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        "matched_skills": null,
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        "score": 0.4777,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
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            "similarity": 0.6043
          },
          {
            "kra_text": "support release readiness",
            "sentence": "Support application integration testing, integration development, data conversion and cutover activities",
            "similarity": 0.4507
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
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            "similarity": 0.3686
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4745,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Design backend endpoints and request handling",
            "sentence": "Involve in design and development of application components, both web components and backend components",
            "similarity": 0.576
          },
          {
            "kra_text": "Build service and external integrations",
            "sentence": "Support application integration testing, integration development, data conversion and cutover activities",
            "similarity": 0.4439
          },
          {
            "kra_text": "Design backend endpoints and request handling",
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            "similarity": 0.3768
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        ],
        "matched_count": null,
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        "role_id": 80,
        "score": 0.4656,
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    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 1,
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          "JavaScript"
        ],
        "role_id": 15,
        "score": 0.1667,
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        "total_count": 6
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "JavaScript"
        ],
        "role_id": 7,
        "score": 0.1667,
        "slug": "frontend-engineer",
        "total_count": 6
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "JavaScript"
        ],
        "role_id": 11,
        "score": 0.1667,
        "slug": "hybrid-mobile-developer",
        "total_count": 6
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "JavaScript"
        ],
        "role_id": 24,
        "score": 0.1667,
        "slug": "pega-developer",
        "total_count": 6
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "JavaScript"
        ],
        "role_id": 1,
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        "slug": "backend-engineer",
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      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 1.0,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 1.0,
    "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": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top full-stack-engineer 0.17 does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1750,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1951,
      "r_and_r_preview": "\u2022 The incumbent is expected to participate in gathering requirements, documenting and designing WCS functionality and the related enhancements within the application.\n\u2022 Involve in design and developme",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 25066,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "HCL WebSphere Commerce Enterprise",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 25067,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Extended Sites",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 25068,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "JSP",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 25069,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Struts",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 25070,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "EJB",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
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      "alias_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": 868,
      "existing_alias_text": "Agile",
      "input_term": "Agile",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Agile",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 3594,
        "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": 1851,
      "existing_alias_text": "Scrum",
      "input_term": "Scrum",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Scrum",
        "id": 1215,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 3627,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Hybrid Mobile Developer",
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      "role_archetype": null,
      "slug": "hybrid-mobile-developer",
      "source": "db"
    },
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      "role_archetype": "Engineering",
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    },
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      "slug": "frontend-engineer",
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    },
    {
      "display_name": "Ionic Developer",
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      "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",
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    },
    {
      "display_name": "React Frontend Developer",
      "id": 89,
      "rationale": null,
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      "slug": "react-frontend-developer",
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    },
    {
      "display_name": "React Native Developer",
      "id": 73,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-native-developer",
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    },
    {
      "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",
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    },
    {
      "display_name": "Web Developer",
      "id": 25,
      "rationale": null,
      "role_archetype": null,
      "slug": "web-developer",
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    },
    {
      "display_name": "WordPress Dev",
      "id": 227,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "wordpress-dev",
      "source": "db"
    },
    {
      "display_name": "Pega Developer",
      "id": 24,
      "rationale": null,
      "role_archetype": null,
      "slug": "pega-developer",
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    },
    {
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      "slug": "full-stack-engineer",
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    },
    {
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      "rationale": null,
      "role_archetype": "Engineering",
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    },
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      "slug": "engineering-manager",
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    },
    {
      "display_name": "Drupal Dev",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "drupal-dev",
      "source": "db"
    },
    {
      "display_name": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
    {
      "display_name": "Shopify Dev",
      "id": 230,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "shopify-dev",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Backend Developer",
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    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top full-stack-engineer 0.17 does not contradict",
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  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Cross-Platform App Languages",
        "id": 167,
        "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
        "slug": "cross-platform-app-languages",
        "source": "db"
      },
      "input_skill": "JavaScript",
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        {
          "display_name": "Hybrid Mobile Developer",
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          "slug": "hybrid-mobile-developer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "id": 114,
        "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
        "slug": "javascript-and-typescript",
        "source": "db"
      },
      "input_skill": "JavaScript",
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        },
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          "slug": "ionic-developer",
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        },
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        },
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        },
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          "role_archetype": "Engineering",
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          "source": "db"
        },
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        },
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        },
        {
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          "slug": "web-developer",
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      ]
    },
    {
      "dimension": {
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        "display_name": "JavaScript for WordPress",
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        "rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
        "slug": "javascript-for-wordpress",
        "source": "db"
      },
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      "roles_from_db": [
        {
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Pega Programming Languages \u0026 DSLs",
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        "source": "db"
      },
      "input_skill": "JavaScript",
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        {
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      ]
    },
    {
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        "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
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      ]
    },
    {
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        "rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
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        "source": "db"
      },
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        }
      ]
    },
    {
      "dimension": {
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        "display_name": "Programming Languages \u0026 Template Languages",
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      },
      "input_skill": "JavaScript",
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      "roles_from_db": [
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        }
      ]
    },
    {
      "dimension": {
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        "rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
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      ]
    },
    {
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        "rationale": "Client-side behavior used to enhance Shopify storefront interactions beyond static theme rendering. This includes interactive UI logic, event handling, and progressive enhancement within theme constraints.",
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    },
    {
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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": "Agile",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
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        },
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          ]
        },
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    {
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        }
      ],
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        "is_also_category": false,
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          ]
        }
      ],
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      "matched_via": "alias",
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      "source_tag": "db",
      "was_in_llm_skills": true
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    {
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          "alias_text": "Scrum",
          "alias_type": "CANONICAL",
          "id": 1851,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
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        "display_name": "Scrum",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "scrum",
        "sub_category_id": 3627,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
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            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Scrum",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
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            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
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            "source": "db"
          },
          "input_skill": "Scrum",
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          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
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              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Scrum",
      "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": [
    "HCL WebSphere Commerce Enterprise",
    "Extended Sites",
    "JSP",
    "Struts",
    "EJB"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
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