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Pipeline run

f0e92064-81c4-40c7-b764-3257dae5cc31

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

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Integration and event handling
Works with architects, leads, and product managers to define component requirements, estimate scope, design module interfaces, and keep sprint delivery on track in Scrum while maintaining Jira/Rally traceability, code quality, testing, and documentation.
"Design interfaces and information exchange between modules"
Tech stack maturity
Mainstream Modern
The listed backend role with scrum and unit-testing aligns with common contemporary engineering practices, but provides no evidence of bleeding-edge AI, legacy pre-cloud systems, or fully cloud-native specialization.
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 (5)
Scrum Jira Rally DOD Unit Testing
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Scrum Jira Rally DOD Unit Testing
Show KRA description ↓
As a Senior Software Engineer you will: Define system/component level requirements working in collaboration with Architects, Leads, and Product Managers Understand the whole system, the various components and services and the interrelationship between them while being an expert in the assigned services/component Identify the scope of the work and provide estimates with good accuracy Design interfaces and information exchange between modules Work as part of Scrum team and deliver the agreed scope of a sprint as per DOD ( Definition of Done) Support Scrum master/product owner where required in attaining the sprint goals Manage workflow of stories in Jira/Rally and ensure that they are delivered to agreed quality with traceability Maintain code quality through best practices, unit testing and code quality automation Demonstrate the ability to make informed technology choices after due diligence and thorough impact analysis Maintain up-to-date documentation with good quality Seek and provide feedback on design and development process on regular basis

Signals

Skill engineering-manager
0.20
Alias backend-engineer
1.00
KRA react-native-developer
0.62

Post-classification

Centroidupdated · n=1193
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Jira primary Backend Developer pending
Rally primary Backend Developer pending
DOD primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

As a Senior Software Engineer you will: Define system/component level requirements working in collaboration with Architects, Leads, and Product Managers Understand the whole system, the various compo…

Status: completed Created: 2026-05-27T15:56:30.253457Z Updated: 2026-06-12T15:42:03.720414Z API 3 duration: 8797 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

domain · Software Engineering CASE DOMAIN

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

Domain=Software Engineering; The responsibilities center on system/component design, service interactions, sprint delivery, code quality, and technology choices, which best match a backend/senior software engineering role.

Matched skills

JiraRallyScrumunit testing

Matched dimensions

System and component designService integration and interfacesAgile delivery and sprint executionCode quality and automationTechnical estimation and impact analysisDocumentation and process improvement

Matched KRAs

Define system/component level requirementsUnderstand the whole system and interrelationshipsIdentify scope of the work and provide estimatesDesign interfaces and information exchange between modulesDeliver the agreed scope of a sprintManage workflow of stories in Jira/RallyMaintain code quality through best practicesMaintain up-to-date documentationSeek and provide feedback on design and development process

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

Job Description Summary 

As a Senior Software Engineer, you will be responsible for Full Stack Development . Creating and managing both front-end and back-end components of enterprise-grade applications. You will work independently and contribute to the immediate team in Agile development paradigm. A typical day in office will involve technical discussions, designing, coding, reviewing, automation and problem-solving activitiesAbout UsJoin a dynamic team that builds next generation of mobile digital platform and applications for monitoring patients and providing clinical intelligence at the point of need for caregivers. We’re developing a first of its kind hospital wide solution. Be part of a team that’s redefining the patient monitoring portfolio using latest cloud technologies.GE Healthcare is a leading global medical technology and digital solutions innovator. Our mission is to improve lives in the moments that matter. Unlock your ambition, turn ideas into world-changing realities, and join an organization where every voice makes a difference, and every difference builds a healthier world.

Job Description

Roles and Responsibilities

As a Senior Software Engineer you will:



Define system/component level requirements working in collaboration with Architects, Leads, and Product Managers
Understand the whole system, the various components and services and the interrelationship between them while being an expert in the assigned services/component
Identify the scope of the work and provide estimates with good accuracy
Design interfaces and information exchange between modules
Work as part of Scrum team and deliver the agreed scope of a sprint as per DOD ( Definition of Done)
Support Scrum master/product owner where required in attaining the sprint goals
Manage workflow of stories in Jira/Rally and ensure that they are delivered to agreed quality with traceability
Maintain code quality through best practices, unit testing and code quality automation
Demonstrate the ability to make informed technology choices after due diligence and thorough impact analysis
Maintain up-to-date documentation with good quality
Seek and provide feedback on design and development process on regular basis

Educational Qualifications:

Bachelor’s Degree in Computer Science or in equivalent streams
A minimum of 7 years of professional experience as a Full Stack Developer with experience in developing enterprise-grade software applications

Technical Expertise:

Strong expertise in developing and maintaining enterprise-grade full stack applications
Sound experience on core Java (1.8 or higher) with hands-on understanding of multi-threading implementations
Sound experience with Angular Framework, Java script and front-end technologies like HTML5, JQuery and CSS (Cascading Style Sheets)
Strong expertise in designing scalable backend systems using microservices and REST APIs ( application programming interfaces) 
Understanding of pub-sub messaging (Publish/subscribe messaging) frameworks for real-time asynchronous communications among microservices
Strong knowledge of data structures, algorithms and design patterns
Experience with DevOps practices and CI/CD (continuous integration and  continuous deployment)  tool chains (Git, Jenkins, Artifactory, Sonar, Code review tools)
Expertise in automation using BDD (Behaviour Driven Development) approach
Exposure to developing containerized applications/services in Docker/ Kubernetes environment
Good understanding of Agile delivery methodology and experience in working with Scrum teams to build highly quality design deliverables
Good problem-solving and troubleshooting skills

Desired Characteristics:

Excellent interpersonal skills and the ability to interface with Architects and technical leadership with confidence and clarity
Expert in breaking down problems and estimate time for development tasks
Able to work under minimal supervision
Able to work well with global teams, including time-zone flexibility
Prior experience in Healthcare/Patient monitoring will be an added advantage
Experience in Cloud environments (Amazon Web Services/Azure) is a plus

 Inclusion and Diversity 

 GE Healthcare is an Equal Opportunity Employer where inclusion matters. Employment decisions are made without regard to race, color, religion, national or ethnic origin, sex, sexual orientation, gender identity or expression, age, disability, protected veteran status or other characteristics protected by law. 

We expect all employees to live and breathe our behaviors: to act with humility and build trust; lead with transparency; deliver with focus, and drive ownership – always with unyielding integrity.

Our total rewards   are designed to unlock your ambition by giving you the boost and flexibility you need to turn your ideas into world-changing realities. Our salary and benefits are everything you’d expect from an organization with global strength and scale, and you’ll be surrounded by career opportunities in a culture that fosters care, collaboration and support. 



 Additional Information 

Relocation Assistance Provided: Yes

Skills from this JD

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

Scrum Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

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

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Scrum
Confidence
0.99
Version strategy
NOT_APPLICABLE

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

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
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)
Jira Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

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

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Project Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
DOD 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
Conceptual Frameworks
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Unit Testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Unit Testing id=517 · unit-testing

Aliases — catalog

  • Unit Testing (CANONICAL)

Context tags (catalog)

JUnit NUnit TDD arrange-act-assert assertions code coverage fixtures mocking pytest regression stubs test cases test doubles test runner xUnit

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
44
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)

All API 3 persistence rows

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

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Scrum in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Unit Testing 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 Jira | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Rally | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed DOD | type=Conceptual Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Software Engineer
CompanyGE Healthcare
ExperienceA minimum of 7 years of professional experience as a Full Stack Developer
DomainHealthcare
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "GE Healthcare is a leading",
      "last_5_words": "builds a healthier world."
    },
    "text": "GE Healthcare is a leading global medical technology and digital solutions innovator. Our mission is to improve lives in the moments that matter. Unlock your ambition, turn ideas into world-changing realities, and join an organization where every voice makes a difference, and every difference builds a healthier world.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "GE Healthcare",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "HealthTech",
        "Medical Technology"
      ],
      "domain": "Healthcare"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or equivalent)",
      "raw": "Bachelor\u2019s Degree in Computer Science or in equivalent streams",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 7,
    "raw": "A minimum of 7 years of professional experience as a Full Stack Developer"
  },
  "job_locations": [],
  "role": "Senior Software Engineer",
  "role_aliases": [
    "Software Engineer",
    "Full Stack Developer",
    "Senior Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 11,
      "heading": "Roles and Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "As a Senior Software Engineer",
        "last_5_words": "on design and development process"
      },
      "text": "As a Senior Software Engineer you will:\n\nDefine system/component level requirements working in collaboration with Architects, Leads, and Product Managers\nUnderstand the whole system, the various components and services and the interrelationship between them while being an expert in the assigned services/component\nIdentify the scope of the work and provide estimates with good accuracy\nDesign interfaces and information exchange between modules\nWork as part of Scrum team and deliver the agreed scope of a sprint as per DOD ( Definition of Done)\nSupport Scrum master/product owner where required in attaining the sprint goals\nManage workflow of stories in Jira/Rally and ensure that they are delivered to agreed quality with traceability\nMaintain code quality through best practices, unit testing and code quality automation\nDemonstrate the ability to make informed technology choices after due diligence and thorough impact analysis\nMaintain up-to-date documentation with good quality\nSeek and provide feedback on design and development process on regular basis",
      "word_count": 174
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Scrum"
    },
    {
      "is_primary": true,
      "skill_name": "Jira"
    },
    {
      "is_primary": true,
      "skill_name": "Rally"
    },
    {
      "is_primary": true,
      "skill_name": "DOD"
    },
    {
      "is_primary": true,
      "skill_name": "Unit Testing"
    }
  ],
  "jd_role": {
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    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Full Stack Developer",
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    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "GE Healthcare is a leading",
        "last_5_words": "builds a healthier world."
      },
      "text": "GE Healthcare is a leading global medical technology and digital solutions innovator. Our mission is to improve lives in the moments that matter. Unlock your ambition, turn ideas into world-changing realities, and join an organization where every voice makes a difference, and every difference builds a healthier world.",
      "word_count": 64
    },
    "certifications": [],
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    "ctc": null,
    "domain": {
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        "aliases": [
          "HealthTech",
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        ],
        "domain": "Healthcare"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science (or equivalent)",
        "raw": "Bachelor\u2019s Degree in Computer Science or in equivalent streams",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 7,
      "raw": "A minimum of 7 years of professional experience as a Full Stack Developer"
    },
    "job_locations": [],
    "role": "Senior Software Engineer",
    "role_aliases": [
      "Software Engineer",
      "Full Stack Developer",
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "bullet_count": 11,
        "heading": "Roles and Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "As a Senior Software Engineer",
          "last_5_words": "on design and development process"
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        "word_count": 174
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "f0e92064-81c4-40c7-b764-3257dae5cc31",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
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        "kra_matches": null,
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        "score": 1.0,
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      }
    ],
    "kra_match_roles": [
      {
        "display_name": "React Native Developer",
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            "kra_text": "maintain code quality",
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        "display_name": "Go Backend Developer",
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            "sentence": "Maintain code quality through best practices, unit testing and code quality automation",
            "similarity": 0.5853
          },
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        "score": 0.5704,
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        "total_count": null
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": [
          {
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          },
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      },
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        "display_name": "Angular Frontend Developer",
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        ],
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        "total_count": 5
      }
    ]
  },
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    "case": "DOMAIN",
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      "slug": "backend-engineer",
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    "matched_dimensions": [
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      "Service integration and interfaces",
      "Agile delivery and sprint execution",
      "Code quality and automation",
      "Technical estimation and impact analysis",
      "Documentation and process improvement"
    ],
    "matched_kras": [
      "Define system/component level requirements",
      "Understand the whole system and interrelationships",
      "Identify scope of the work and provide estimates",
      "Design interfaces and information exchange between modules",
      "Deliver the agreed scope of a sprint",
      "Manage workflow of stories in Jira/Rally",
      "Maintain code quality through best practices",
      "Maintain up-to-date documentation",
      "Seek and provide feedback on design and development process"
    ],
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      "unit testing"
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    "queued": false,
    "reasoning": "Domain=Software Engineering; The responsibilities center on system/component design, service interactions, sprint delivery, code quality, and technology choices, which best match a backend/senior software engineering role.",
    "sub_role": null
  },
  "stage5_updates": {
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    "collision_log_id": null,
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      "r_and_r_preview": "As a Senior Software Engineer you will:\n\nDefine system/component level requirements working in collaboration with Architects, Leads, and Product Managers\nUnderstand the whole system, the various compo",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 17354,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Jira",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 17355,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Rally",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 17356,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "DOD",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [
    {
      "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"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 865,
      "existing_alias_text": "Unit Testing",
      "input_term": "Unit Testing",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Unit Testing",
        "id": 517,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "unit-testing",
        "sub_category_id": 44,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Engineering Manager",
      "id": 121,
      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The responsibilities center on system/component design, service interactions, sprint delivery, code quality, and technology choices, which best match a backend/senior software engineering role.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "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": "Scrum",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Software Concepts, Patterns \u0026 Practices",
        "id": 478,
        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
        "slug": "software-concepts-patterns-practices",
        "source": "db"
      },
      "input_skill": "Scrum",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
          "id": 121,
          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
          "source": "db"
        }
      ]
    },
    {
      "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": "Unit Testing",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Scrum",
    "Jira",
    "Rally",
    "DOD",
    "Unit Testing"
  ],
  "input_llm_skills": [
    "Scrum",
    "Jira",
    "Rally",
    "DOD",
    "Unit Testing"
  ],
  "new_aliases_persisted": 0,
  "run_id": "f0e92064-81c4-40c7-b764-3257dae5cc31",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "Scrum",
          "alias_type": "CANONICAL",
          "id": 1851,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "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"
      },
      "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": "Scrum",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Scrum",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "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
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Jira",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Project Management Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "jira",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Rally",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Project Management Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "rally",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "DOD",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Conceptual 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": "dod",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Unit Testing",
          "alias_type": "CANONICAL",
          "id": 865,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Unit Testing",
        "id": 517,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "unit-testing",
        "sub_category_id": 44,
        "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": "Unit Testing",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Unit Testing",
      "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": [
    "Jira",
    "Rally",
    "DOD"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The responsibilities center on system/component design, service interactions, sprint delivery, code quality, and technology choices, which best match a backend/senior software engineering role.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Scrum",
      "tag": "in_db"
    },
    {
      "skill": "Jira",
      "tag": "new"
    },
    {
      "skill": "Rally",
      "tag": "new"
    },
    {
      "skill": "DOD",
      "tag": "new"
    },
    {
      "skill": "Unit Testing",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Scrum",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Scrum",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "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": "Unit Testing",
        "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": 517,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "f0e92064-81c4-40c7-b764-3257dae5cc31"
}

LLM Calls

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

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