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Pipeline run

9fa752e0-0556-43e0-bd5e-0cec3fa1cc0d

Pipeline LLM cost (USD)
API 1: $0.0074 API 2: $0.0000 API 3: $0.0000 Total: $0.0074

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Software Development / Testing
Writes, tests, debugs, and documents software; prepares test data/plans/scripts, executes and retests cases, logs defects, and works with business teams to clarify requirements and improve solutions.
"“Designs, codes, tests, debugs and documents software”"
Tech stack maturity
Mainstream Modern
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 (1)
Agile
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Agile
Show KRA description ↓
• ¿Designs, codes, tests, debugs and documents software according to Clients systems quality standards, policies and procedures. • Analyzes business needs and creates software solutions. • Responsible for preparing design documentation. • Prepares test data for unit, string and parallel testing. • Evaluates and recommends software and hardware solutions to meet user needs. • Resolves customer issues with software solutions and responds to suggestions for improvements and enhancements. • Works with business and development teams to clarify requirements to ensure testability. • Drafts, revises, and maintains test plans, test cases, and automated test scripts. • Executes test procedures according to software requirements specifications Logs defects and makes recommendations to address defects. • Retests software corrections to ensure problems are resolved. • Documents evolution of testing procedures for future replication. • May conduct performance and scalability testing. • Offers limited systems recommendations for defined business needs. • Creates documentation on all programming work. • Performs maintenance on existing software products. • Assists in coding, testing and debugging new software or making enhancements to existing software. • Writes programs according to specifications from higher-level staff. • Provides input into simple estimation efforts on projects. • Conducts a limited variety of quality-control tests and analysis to ensure that software meets or exceeds specified standards and end-user requirements. • Drafts and revises test plans and scripts. • Executes test scripts according to application requirements documentation. • Retests software corrections to ensure problems are resolved. • Documents evolution of testing cases/scripts for future replication.

Signals

Skill engineering-manager
1.00
Alias test-automation-engineer
1.00
KRA scala-backend-developer
0.55

Post-classification

Centroidupdated · n=40
Alias collision log
New-role queue
New skills captured0
New KRA capturedyes

Captured for admin review

R&R fragment (sim 0.00) Test Automation Engineer pending

• ¿Designs, codes, tests, debugs and documents software according to Clients systems quality standards, policies and procedures. • Analyzes business needs and creates software solutions. • Responsible…

Status: completed Created: 2026-05-27T17:36:56.302048Z Updated: 2026-05-27T17:37:28.876093Z API 3 duration: 2686 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

Test Automation Engineer

domain · Testing & Quality CASE DOMAIN

slug: test-automation-engineer · id: 52 · source: db

Domain=Testing & Quality; The JD centers on drafting and executing automated test scripts, test plans, retesting defects, and quality-control testing, which aligns best with test automation engineering.

Matched skills

softwaretest datatest planstest casesautomated test scriptstest proceduressoftware requirements specificationsdefectsperformance and scalability testing

Matched dimensions

Test AutomationSoftware Quality AssuranceRequirements Clarification and TestabilityDefect ManagementTest Planning and Script MaintenancePerformance and Scalability Testing

Matched KRAs

Drafts, revises, and maintains test plans, test cases, and automated test scriptsExecutes test procedures according to software requirements specificationsLogs defects and makes recommendations to address defectsRetests software corrections to ensure problems are resolvedDocuments evolution of testing procedures for future replication

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

Company Name: VARITE India Private Limited

About The Client

An American technology company that develops sells, repairs, and supports computers and related products and services. Products include personal computers (PCs), servers, data storage devices, network switches, software, computer peripherals, HDTVs, cameras, printers, and electronics. It is now expanding from offering computers only to delivering a range of technology for enterprise customers, like data storage, information security, virtualization, analytics, and cloud computing. Currently ranked 31st on the Fortune 500 list.

Accountabilities

About The Job:

• ¿Designs, codes, tests, debugs and documents software according to Clients systems quality standards, policies and procedures.
• Analyzes business needs and creates software solutions.
• Responsible for preparing design documentation.
• Prepares test data for unit, string and parallel testing.
• Evaluates and recommends software and hardware solutions to meet user needs.
• Resolves customer issues with software solutions and responds to suggestions for improvements and enhancements.
• Works with business and development teams to clarify requirements to ensure testability.
• Drafts, revises, and maintains test plans, test cases, and automated test scripts.
• Executes test procedures according to software requirements specifications Logs defects and makes recommendations to address defects.
• Retests software corrections to ensure problems are resolved.
• Documents evolution of testing procedures for future replication.
• May conduct performance and scalability testing.


Responsibilities

• Offers limited systems recommendations for defined business needs.
• Creates documentation on all programming work.
• Performs maintenance on existing software products.
• Assists in coding, testing and debugging new software or making enhancements to existing software.
• Writes programs according to specifications from higher-level staff.
• Provides input into simple estimation efforts on projects.
• Conducts a limited variety of quality-control tests and analysis to ensure that software meets or exceeds specified standards and end-user requirements.
• Drafts and revises test plans and scripts.
• Executes test scripts according to application requirements documentation.
• Retests software corrections to ensure problems are resolved.
• Documents evolution of testing cases/scripts for future replication.


Qualifications:

Skill: Automation Tester, Linux, Python, Selenium

How to Apply: Interested candidates are encouraged to respond/submit their updated resumes, and for additional job opportunities, please visit Jobs In India - VARITE.

Unlock Rewards: Refer Candidates and Earn.

If you're not available or interested in this opportunity, please pass this along to anyone in your network who might be a good fit and interested in our open positions. VARITE offers a Candidate Referral program, where you'll receive a one-time referral bonus based on the following scale if the referred candidate completes a three-month assignment with VARITE.

Experience Level Bonus Referral: 0-2 years INR 5,000 2-6 years INR 7,500 6+ years INR 10,000

About VARITE: VARITE is a global staffing and IT consulting company providing technical consulting and team augmentation services to Fortune 500 Companies in USA, UK, CANADA and INDIA. VARITE is currently a primary and direct vendor to the leading corporations in the verticals of Networking, Cloud Infrastructure, Hardware and Software, Digital Marketing and Media Solutions, Clinical Diagnostics, Utilities, Gaming and Entertainment, and Financial Services.

Equal Opportunity Employer

VARITE is an equal opportunity employer. We celebrate diversity and are committed to creating an inclusive environment for all employees. We do not discriminate on the basis of race, color, religion, sex, sexual orientation, gender identity or expression, national origin, age, marital status, veteran status, or disability status.

Skills from this JD

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

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)

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
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)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleAutomation Tester
CompanyVARITE India Private Limited
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "VARITE is a global staffing",
      "last_5_words": "Gaming and Entertainment, and Financial Services."
    },
    "text": "VARITE is a global staffing and IT consulting company providing technical consulting and team augmentation services to Fortune 500 Companies in USA, UK, CANADA and INDIA. VARITE is currently a primary and direct vendor to the leading corporations in the verticals of Networking, Cloud Infrastructure, Hardware and Software, Digital Marketing and Media Solutions, Clinical Diagnostics, Utilities, Gaming and Entertainment, and Financial Services.",
    "word_count": 64
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  "certifications": [],
  "company_name": "VARITE India Private Limited",
  "ctc": null,
  "domain": {
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    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Automation Tester",
  "role_aliases": [
    "Test Automation Engineer",
    "QA Engineer",
    "Software Tester"
  ],
  "role_archetype": "QA",
  "roles_and_responsibilities": [
    {
      "bullet_count": 11,
      "heading": "About The Job:",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 \u00bfDesigns, codes, tests, debugs",
        "last_5_words": "conduct performance and scalability testing."
      },
      "text": "\u2022 \u00bfDesigns, codes, tests, debugs and documents software according to Clients systems quality standards, policies and procedures.\n\u2022 Analyzes business needs and creates software solutions.\n\u2022 Responsible for preparing design documentation.\n\u2022 Prepares test data for unit, string and parallel testing.\n\u2022 Evaluates and recommends software and hardware solutions to meet user needs.\n\u2022 Resolves customer issues with software solutions and responds to suggestions for improvements and enhancements.\n\u2022 Works with business and development teams to clarify requirements to ensure testability.\n\u2022 Drafts, revises, and maintains test plans, test cases, and automated test scripts.\n\u2022 Executes test procedures according to software requirements specifications Logs defects and makes recommendations to address defects.\n\u2022 Retests software corrections to ensure problems are resolved.\n\u2022 Documents evolution of testing procedures for future replication.\n\u2022 May conduct performance and scalability testing.",
      "word_count": 139
    },
    {
      "bullet_count": 11,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Offers limited systems recommendations",
        "last_5_words": "for future replication."
      },
      "text": "\u2022 Offers limited systems recommendations for defined business needs.\n\u2022 Creates documentation on all programming work.\n\u2022 Performs maintenance on existing software products.\n\u2022 Assists in coding, testing and debugging new software or making enhancements to existing software.\n\u2022 Writes programs according to specifications from higher-level staff.\n\u2022 Provides input into simple estimation efforts on projects.\n\u2022 Conducts a limited variety of quality-control tests and analysis to ensure that software meets or exceeds specified standards and end-user requirements.\n\u2022 Drafts and revises test plans and scripts.\n\u2022 Executes test scripts according to application requirements documentation.\n\u2022 Retests software corrections to ensure problems are resolved.\n\u2022 Documents evolution of testing cases/scripts for future replication.",
      "word_count": 134
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": false,
      "skill_name": "Agile"
    }
  ],
  "jd_role": {
    "display_name": "Automation Tester",
    "rationale": null,
    "role_aliases": [
      "Test Automation Engineer",
      "QA Engineer",
      "Software Tester"
    ],
    "role_archetype": "QA",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "VARITE is a global staffing",
        "last_5_words": "Gaming and Entertainment, and Financial Services."
      },
      "text": "VARITE is a global staffing and IT consulting company providing technical consulting and team augmentation services to Fortune 500 Companies in USA, UK, CANADA and INDIA. VARITE is currently a primary and direct vendor to the leading corporations in the verticals of Networking, Cloud Infrastructure, Hardware and Software, Digital Marketing and Media Solutions, Clinical Diagnostics, Utilities, Gaming and Entertainment, and Financial Services.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "VARITE India Private Limited",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
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        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "Automation Tester",
    "role_aliases": [
      "Test Automation Engineer",
      "QA Engineer",
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    ],
    "role_archetype": "QA",
    "roles_and_responsibilities": [
      {
        "bullet_count": 11,
        "heading": "About The Job:",
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        "source_marker": {
          "first_5_words": "\u2022 \u00bfDesigns, codes, tests, debugs",
          "last_5_words": "conduct performance and scalability testing."
        },
        "text": "\u2022 \u00bfDesigns, codes, tests, debugs and documents software according to Clients systems quality standards, policies and procedures.\n\u2022 Analyzes business needs and creates software solutions.\n\u2022 Responsible for preparing design documentation.\n\u2022 Prepares test data for unit, string and parallel testing.\n\u2022 Evaluates and recommends software and hardware solutions to meet user needs.\n\u2022 Resolves customer issues with software solutions and responds to suggestions for improvements and enhancements.\n\u2022 Works with business and development teams to clarify requirements to ensure testability.\n\u2022 Drafts, revises, and maintains test plans, test cases, and automated test scripts.\n\u2022 Executes test procedures according to software requirements specifications Logs defects and makes recommendations to address defects.\n\u2022 Retests software corrections to ensure problems are resolved.\n\u2022 Documents evolution of testing procedures for future replication.\n\u2022 May conduct performance and scalability testing.",
        "word_count": 139
      },
      {
        "bullet_count": 11,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Offers limited systems recommendations",
          "last_5_words": "for future replication."
        },
        "text": "\u2022 Offers limited systems recommendations for defined business needs.\n\u2022 Creates documentation on all programming work.\n\u2022 Performs maintenance on existing software products.\n\u2022 Assists in coding, testing and debugging new software or making enhancements to existing software.\n\u2022 Writes programs according to specifications from higher-level staff.\n\u2022 Provides input into simple estimation efforts on projects.\n\u2022 Conducts a limited variety of quality-control tests and analysis to ensure that software meets or exceeds specified standards and end-user requirements.\n\u2022 Drafts and revises test plans and scripts.\n\u2022 Executes test scripts according to application requirements documentation.\n\u2022 Retests software corrections to ensure problems are resolved.\n\u2022 Documents evolution of testing cases/scripts for future replication.",
        "word_count": 134
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "9fa752e0-0556-43e0-bd5e-0cec3fa1cc0d",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Test Automation Engineer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 52,
        "score": 1.0,
        "slug": "test-automation-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "May conduct performance and scalability testing.",
            "similarity": 0.5831
          },
          {
            "kra_text": "defect investigation and fixes",
            "sentence": "Executes test procedures according to software requirements specifications Logs defects and makes recommendations to address defects.",
            "similarity": 0.5639
          },
          {
            "kra_text": "defect investigation and fixes",
            "sentence": "Retests software corrections to ensure problems are resolved.",
            "similarity": 0.4909
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 87,
        "score": 0.546,
        "slug": "scala-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Works with business and development teams to clarify requirements to ensure testability.",
            "similarity": 0.583
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "\u00bfDesigns, codes, tests, debugs and documents software according to Clients systems quality standards, policies and procedures.",
            "similarity": 0.5337
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Analyzes business needs and creates software solutions.",
            "similarity": 0.5096
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5421,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "backend performance tuning",
            "sentence": "May conduct performance and scalability testing.",
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          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Assists in coding, testing and debugging new software or making enhancements to existing software.",
            "similarity": 0.5382
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Executes test procedures according to software requirements specifications Logs defects and makes recommendations to address defects.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.538,
        "slug": "java-backend-developer",
        "total_count": null
      },
      {
        "display_name": "PHP Backend Developer",
        "kra_matches": [
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "May conduct performance and scalability testing.",
            "similarity": 0.5831
          },
          {
            "kra_text": "defect diagnosis and remediation",
            "sentence": "Executes test procedures according to software requirements specifications Logs defects and makes recommendations to address defects.",
            "similarity": 0.5203
          },
          {
            "kra_text": "automated backend regression checks",
            "sentence": "Retests software corrections to ensure problems are resolved.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 86,
        "score": 0.5362,
        "slug": "php-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "\u00bfDesigns, codes, tests, debugs and documents software according to Clients systems quality standards, policies and procedures.",
            "similarity": 0.5591
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Works with business and development teams to clarify requirements to ensure testability.",
            "similarity": 0.529
          },
          {
            "kra_text": "defect diagnosis and fixes",
            "sentence": "Executes test procedures according to software requirements specifications Logs defects and makes recommendations to address defects.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5355,
        "slug": "angular-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Agile"
        ],
        "role_id": 121,
        "score": 1.0,
        "slug": "engineering-manager",
        "total_count": 1
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Test Automation Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 52,
      "score": 0.92,
      "slug": "test-automation-engineer",
      "total_count": null
    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Test Automation",
      "Software Quality Assurance",
      "Requirements Clarification and Testability",
      "Defect Management",
      "Test Planning and Script Maintenance",
      "Performance and Scalability Testing"
    ],
    "matched_kras": [
      "Drafts, revises, and maintains test plans, test cases, and automated test scripts",
      "Executes test procedures according to software requirements specifications",
      "Logs defects and makes recommendations to address defects",
      "Retests software corrections to ensure problems are resolved",
      "Documents evolution of testing procedures for future replication"
    ],
    "matched_skills": [
      "software",
      "test data",
      "test plans",
      "test cases",
      "automated test scripts",
      "test procedures",
      "software requirements specifications",
      "defects",
      "performance and scalability testing"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Testing \u0026 Quality; The JD centers on drafting and executing automated test scripts, test plans, retesting defects, and quality-control testing, which aligns best with test automation engineering.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 40,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1875,
      "r_and_r_preview": "\u2022 \u00bfDesigns, codes, tests, debugs and documents software according to Clients systems quality standards, policies and procedures.\n\u2022 Analyzes business needs and creates software solutions.\n\u2022 Responsible",
      "role_display_name": "Test Automation Engineer",
      "role_slug": "test-automation-engineer",
      "status": "pending"
    },
    "new_skills_attached": [],
    "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": 868,
      "existing_alias_text": "Agile",
      "input_term": "Agile",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 3594,
        "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": "Test Automation Engineer",
    "id": 52,
    "rationale": "Domain=Testing \u0026 Quality; The JD centers on drafting and executing automated test scripts, test plans, retesting defects, and quality-control testing, which aligns best with test automation engineering.",
    "role_archetype": "QA",
    "slug": "test-automation-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": "Agile",
      "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": "Agile",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Engineering Manager",
          "id": 121,
          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "Agile"
  ],
  "input_llm_skills": [
    "Agile"
  ],
  "new_aliases_persisted": 0,
  "run_id": "9fa752e0-0556-43e0-bd5e-0cec3fa1cc0d",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 3594,
        "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": "Agile",
          "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": "Agile",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Agile",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": []
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Test Automation Engineer",
    "id": 52,
    "rationale": "Domain=Testing \u0026 Quality; The JD centers on drafting and executing automated test scripts, test plans, retesting defects, and quality-control testing, which aligns best with test automation engineering.",
    "role_archetype": "QA",
    "slug": "test-automation-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Agile",
      "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": 52,
        "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": "Agile",
        "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": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 52,
        "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": "Agile",
        "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": 520,
        "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": "9fa752e0-0556-43e0-bd5e-0cec3fa1cc0d"
}