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Pipeline run

b68ff2c2-2d4f-47eb-8ac9-f0754a1a01e4

Pipeline LLM cost (USD)
API 1: $0.0031 API 2: $0.0003 API 3: $0.0000 Total: $0.0033

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 · Data platform optimization and governance
Implement and run Informatica-based data governance and catalog tooling to improve data quality, lineage, metadata management, and compliant data sharing; partner with teams, resolve governance issues, and track metrics/documentation.
""Develop and implement data governance solutions using Infa Cloud Data Gov & Catalog to enhance data quality and compliance.""
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 (5)
Informatica Cloud Data Governance and Catalog Informatica Cloud Metadata Command Center Informatica Cloud Data Marketplace Informatica Axon Data Governance Informatica Enterprise Data Catalog
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Informatica Cloud Data Governance and Catalog Informatica Cloud Metadata Command Center Informatica Cloud Data Marketplace Informatica Axon Data Governance Informatica Enterprise Data Catalog
Show KRA description ↓
• Develop and implement data governance solutions using Infa Cloud Data Gov & Catalog to enhance data quality and compliance. • Oversee the integration of Infa Cloud Metadata Cmd Center to streamline metadata management processes. • Provide expertise in Infa Cloud Data Marketplace to facilitate efficient data sharing and collaboration across teams. • Utilize Informatica AXON Data Govern to establish robust data governance frameworks and policies. • Implement Informatica EDC to ensure comprehensive data discovery and lineage tracking. • Collaborate with cross-functional teams to align data governance initiatives with business objectives. • Analyze and resolve complex data governance issues to maintain data integrity and accuracy. • Design and execute data governance strategies that support the organizations data-driven goals. • Monitor and report on data governance metrics to ensure continuous improvement. • Train and mentor junior developers on best practices in data governance and cataloging. • Stay updated with the latest trends and technologies in data governance to drive innovation. • Contribute to the development of data governance documentation and guidelines. • Support the hybrid work model by effectively managing tasks both remotely and on-site.

Signals

Skill
Alias data-engineer
1.00
KRA data-engineer
0.61

Post-classification

Centroidupdated · n=514
Alias collision log
New-role queue
New skills captured5
New KRA captured

Captured for admin review

Informatica Cloud Data Governance and Catalog primary Data Engineer pending
Informatica Cloud Metadata Command Center primary Data Engineer pending
Informatica Cloud Data Marketplace primary Data Engineer pending
Informatica Axon Data Governance primary Data Engineer pending
Informatica Enterprise Data Catalog primary Data Engineer pending
Status: completed Created: 2026-05-27T17:34:32.516975Z Updated: 2026-05-27T17:35:31.189956Z API 3 duration: 1391 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

Data Engineer

CASE A

slug: data-engineer · id: 2 · source: db

Exact alias hit on data-engineer (1.0) — no other alias at this confidence; skill_top absent 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

AIA

Job Summary

We are seeking a Sr. Developer with 8 to 10 years of experience to join our team. The ideal candidate will have expertise in Infa Cloud Data Gov & Catalog Infa Cloud Metadata Cmd Center Infa Cloud Data Marketplace Informatica AXON Data Govern and Informatica EDC. This role is hybrid with no travel required and operates during the day shift. The candidate will play a crucial role in enhancing our data governance and cataloging capabilities contributing to the companys mission of deliverin

Responsibilities

• Develop and implement data governance solutions using Infa Cloud Data Gov & Catalog to enhance data quality and compliance.
• Oversee the integration of Infa Cloud Metadata Cmd Center to streamline metadata management processes.
• Provide expertise in Infa Cloud Data Marketplace to facilitate efficient data sharing and collaboration across teams.
• Utilize Informatica AXON Data Govern to establish robust data governance frameworks and policies.
• Implement Informatica EDC to ensure comprehensive data discovery and lineage tracking.
• Collaborate with cross-functional teams to align data governance initiatives with business objectives.
• Analyze and resolve complex data governance issues to maintain data integrity and accuracy.
• Design and execute data governance strategies that support the organizations data-driven goals.
• Monitor and report on data governance metrics to ensure continuous improvement.
• Train and mentor junior developers on best practices in data governance and cataloging.
• Stay updated with the latest trends and technologies in data governance to drive innovation.
• Contribute to the development of data governance documentation and guidelines.
• Support the hybrid work model by effectively managing tasks both remotely and on-site.


Qualifications

• Possess strong expertise in Infa Cloud Data Gov & Catalog and related technologies.
• Demonstrate proficiency in Infa Cloud Metadata Cmd Center and its applications.
• Have experience with Infa Cloud Data Marketplace for data sharing solutions.
• Be skilled in using Informatica AXON Data Govern for governance frameworks.
• Show capability in implementing Informatica EDC for data discovery.
• Exhibit excellent problem-solving skills in data governance contexts.

Skills from this JD

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

Informatica Cloud Data Governance and Catalog 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
Data Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Informatica Cloud Metadata Command Center 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
Data Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Informatica Cloud Data Marketplace 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
Data Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Informatica Axon Data Governance 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
Data Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Informatica Enterprise Data Catalog 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
Data Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Informatica Cloud Data Governance and Catalog | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Informatica Cloud Metadata Command Center | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Informatica Cloud Data Marketplace | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Informatica Axon Data Governance | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Informatica Enterprise Data Catalog | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSr. Developer
CompanyAIA
Experience8 to 10 years of experience
DomainIT Services & Consulting
Location(hybrid)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "AIA",
  "ctc": null,
  "domain": {
    "primary": {
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    },
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  },
  "education": [],
  "experience": {
    "max": 10,
    "min": 8,
    "raw": "8 to 10 years of experience"
  },
  "job_locations": [
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      "city": null,
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      "work_mode": "hybrid"
    }
  ],
  "role": "Sr. Developer",
  "role_aliases": [
    "Senior Developer",
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  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 13,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Develop and implement data",
        "last_5_words": "both remotely and on-site."
      },
      "text": "\u2022 Develop and implement data governance solutions using Infa Cloud Data Gov \u0026 Catalog to enhance data quality and compliance.\n\u2022 Oversee the integration of Infa Cloud Metadata Cmd Center to streamline metadata management processes.\n\u2022 Provide expertise in Infa Cloud Data Marketplace to facilitate efficient data sharing and collaboration across teams.\n\u2022 Utilize Informatica AXON Data Govern to establish robust data governance frameworks and policies.\n\u2022 Implement Informatica EDC to ensure comprehensive data discovery and lineage tracking.\n\u2022 Collaborate with cross-functional teams to align data governance initiatives with business objectives.\n\u2022 Analyze and resolve complex data governance issues to maintain data integrity and accuracy.\n\u2022 Design and execute data governance strategies that support the organizations data-driven goals.\n\u2022 Monitor and report on data governance metrics to ensure continuous improvement.\n\u2022 Train and mentor junior developers on best practices in data governance and cataloging.\n\u2022 Stay updated with the latest trends and technologies in data governance to drive innovation.\n\u2022 Contribute to the development of data governance documentation and guidelines.\n\u2022 Support the hybrid work model by effectively managing tasks both remotely and on-site.",
      "word_count": 196
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Informatica Cloud Data Governance and Catalog"
    },
    {
      "is_primary": true,
      "skill_name": "Informatica Cloud Metadata Command Center"
    },
    {
      "is_primary": true,
      "skill_name": "Informatica Cloud Data Marketplace"
    },
    {
      "is_primary": true,
      "skill_name": "Informatica Axon Data Governance"
    },
    {
      "is_primary": true,
      "skill_name": "Informatica Enterprise Data Catalog"
    }
  ],
  "jd_role": {
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      "Senior Developer",
      "Software Engineer",
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    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
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    "education": [],
    "experience": {
      "max": 10,
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      "raw": "8 to 10 years of experience"
    },
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    ],
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    "roles_and_responsibilities": [
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        "bullet_count": 13,
        "heading": "Responsibilities",
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        "source_marker": {
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          "last_5_words": "both remotely and on-site."
        },
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        "word_count": 196
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "b68ff2c2-2d4f-47eb-8ac9-f0754a1a01e4",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
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        "matched_count": null,
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    "kra_match_roles": [
      {
        "display_name": "Data Engineer",
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            "similarity": 0.6281
          },
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            "kra_text": "Maintains data catalog entries, column-level data lineage, and technical documentation to support data discoverability and governance across the organization.",
            "sentence": "Contribute to the development of data governance documentation and guidelines.",
            "similarity": 0.6081
          },
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        ],
        "matched_count": null,
        "matched_skills": null,
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        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "AI Compliance Officer",
        "kra_matches": [
          {
            "kra_text": "Monitors deployed AI systems for compliance policy drift, regulatory changes, and emerging requirements affecting existing AI deployments.",
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          },
          {
            "kra_text": "Defines AI governance frameworks including fairness standards, transparency obligations, explainability requirements, and human oversight accountability structures.",
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            "kra_text": "Defines AI governance frameworks including fairness standards, transparency obligations, explainability requirements, and human oversight accountability structures.",
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        ],
        "matched_count": null,
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        "role_id": 12,
        "score": 0.4983,
        "slug": "ai-compliance-officer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Establishes cloud governance guardrails including budget alerts, resource quotas, policy-as-code enforcement, and compliance posture management.",
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          },
          {
            "kra_text": "Establishes cloud governance guardrails including budget alerts, resource quotas, policy-as-code enforcement, and compliance posture management.",
            "sentence": "Develop and implement data governance solutions using Infa Cloud Data Gov \u0026 Catalog to enhance data quality and compliance.",
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          },
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        ],
        "matched_count": null,
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        "role_id": 9,
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        "total_count": null
      },
      {
        "display_name": "Cloud Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Configures cloud data protection including column-level encryption, DLP scanning policies, and data classification labels for regulated data.",
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      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "monitor risks and dependencies",
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          },
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            "sentence": "Support the hybrid work model by effectively managing tasks both remotely and on-site.",
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          },
          {
            "kra_text": "facilitate technical and delivery decisions",
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        "role_id": 121,
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    ],
    "skill_match_roles": []
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  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
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      "role_id": 2,
      "score": 1.0,
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    },
    "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 data-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 514,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 23939,
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        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 23941,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Informatica Cloud Metadata Command Center",
        "status": "pending"
      },
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        "status": "pending"
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      {
        "is_primary": true,
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    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
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    "id": 2,
    "rationale": "Exact alias hit on data-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "data-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
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    "Informatica Cloud Metadata Command Center",
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  "input_llm_skills": [
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  "new_aliases_persisted": 0,
  "run_id": "b68ff2c2-2d4f-47eb-8ac9-f0754a1a01e4",
  "skills_detail": [
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      "new_skill_meta": {
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          "version_strategy": "UNVERSIONED",
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        },
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        "split_log": [],
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      "source_tag": "llm",
      "was_in_llm_skills": true
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    {
      "aliases_in_db": [],
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      "input_skill": "Informatica Cloud Data Marketplace",
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        "placed": null,
        "relationships": null,
        "skill_id": "informatica-cloud-data-marketplace",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Informatica Axon Data Governance",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering 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": "informatica-axon-data-governance",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Informatica Enterprise Data Catalog",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering 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": "informatica-enterprise-data-catalog",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Informatica Cloud Data Governance and Catalog",
    "Informatica Cloud Metadata Command Center",
    "Informatica Cloud Data Marketplace",
    "Informatica Axon Data Governance",
    "Informatica Enterprise Data Catalog"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Data Engineer",
    "id": 2,
    "rationale": "Exact alias hit on data-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "data-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Informatica Cloud Data Governance and Catalog",
      "tag": "new"
    },
    {
      "skill": "Informatica Cloud Metadata Command Center",
      "tag": "new"
    },
    {
      "skill": "Informatica Cloud Data Marketplace",
      "tag": "new"
    },
    {
      "skill": "Informatica Axon Data Governance",
      "tag": "new"
    },
    {
      "skill": "Informatica Enterprise Data Catalog",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "b68ff2c2-2d4f-47eb-8ac9-f0754a1a01e4"
}