Pipeline run

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Informatica Intelligent Cloud Services"
    }
  ],
  "jd_role": {
    "display_name": "Data Platform Engineer",
    "rationale": null,
    "role_aliases": [
      "Data Engineer",
      "Data Integration Engineer"
    ],
    "role_archetype": "Data",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "null",
        "qualification": "null - null",
        "raw": "15 years full time education",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "Minimum 3 Year(s) Of Experience Is Required"
    },
    "job_locations": [
      {
        "aliases": [
          "Bombay"
        ],
        "city": "Mumbai",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      }
    ],
    "role": "Data Platform Engineer",
    "role_aliases": [
      "Data Engineer",
      "Data Integration Engineer"
    ],
    "role_archetype": "Data",
    "roles_and_responsibilities": [
      {
        "bullet_count": 12,
        "heading": "Roles \u0026 Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "- Expected to perform independently",
          "last_5_words": "to junior team members."
        },
        "text": "- Expected to perform independently and become an SME.\n- Required active participation/contribution in team discussions.\n- Contribute in providing solutions to work related problems.\n- Assist with the data platform blueprint and design.\n- Collaborate with Integration Architects and Data Architects to ensure cohesive integration between systems and data models.\n- Develop and maintain data platform components.\n- Implement data integration processes using Informatica Intelligent Cloud Services.\n- Optimize data workflows and pipelines for efficient data processing.\n- Troubleshoot and resolve data integration issues.\n- Ensure data quality and integrity throughout the data platform.\n- Stay updated with the latest trends and advancements in data engineering.\n- Provide technical guidance and support to junior team members.",
        "word_count": 114
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "27ea4ff7-d84b-4cc3-bcf1-ed1a2c19dd1c",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Data Engineer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 1.0,
        "slug": "data-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Implements data quality validation rules, reconciliation checks, and anomaly detection to ensure data completeness, accuracy, and consistency.",
            "sentence": "Ensure data quality and integrity throughout the data platform.",
            "similarity": 0.6593
          },
          {
            "kra_text": "Optimizes pipeline throughput, partitioning strategies, and query performance across cloud data warehouses like Snowflake, BigQuery, or Redshift.",
            "sentence": "Optimize data workflows and pipelines for efficient data processing.",
            "similarity": 0.6523
          },
          {
            "kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
            "sentence": "Assist with the data platform blueprint and design.",
            "similarity": 0.6138
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.6418,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Svelte Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "backend data integration",
            "sentence": "Troubleshoot and resolve data integration issues.",
            "similarity": 0.5869
          },
          {
            "kra_text": "backend data integration",
            "sentence": "Develop and maintain data platform components.",
            "similarity": 0.5181
          },
          {
            "kra_text": "backend data integration",
            "sentence": "Collaborate with Integration Architects and Data Architects to ensure cohesive integration between systems and data models.",
            "similarity": 0.5145
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 92,
        "score": 0.5399,
        "slug": "svelte-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "AI Engineer",
        "kra_matches": [
          {
            "kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
            "sentence": "Optimize data workflows and pipelines for efficient data processing.",
            "similarity": 0.5375
          },
          {
            "kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
            "sentence": "Collaborate with Integration Architects and Data Architects to ensure cohesive integration between systems and data models.",
            "similarity": 0.4868
          },
          {
            "kra_text": "Integrates AI model API responses with application business logic, database writes, event publishing, and downstream service orchestration.",
            "sentence": "Implement data integration processes using Informatica Intelligent Cloud Services.",
            "similarity": 0.473
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 13,
        "score": 0.4991,
        "slug": "ai-engineer",
        "total_count": null
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Maintain data access and persistence",
            "sentence": "Develop and maintain data platform components.",
            "similarity": 0.5191
          },
          {
            "kra_text": "Maintain data access and persistence",
            "sentence": "Ensure data quality and integrity throughout the data platform.",
            "similarity": 0.4966
          },
          {
            "kra_text": "Troubleshoot server-side defects",
            "sentence": "Troubleshoot and resolve data integration issues.",
            "similarity": 0.4757
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 80,
        "score": 0.4971,
        "slug": "python-backend-developer",
        "total_count": null
      },
      {
        "display_name": "MLOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Validates model performance benchmarks, data schema contracts, and system integration health before signing off on production release readiness.",
            "sentence": "Ensure data quality and integrity throughout the data platform.",
            "similarity": 0.5263
          },
          {
            "kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
            "sentence": "Collaborate with Integration Architects and Data Architects to ensure cohesive integration between systems and data models.",
            "similarity": 0.4824
          },
          {
            "kra_text": "Automates ML platform operations including scheduled retraining triggers, pipeline orchestration, evaluation workflows, and alerting configuration.",
            "sentence": "Optimize data workflows and pipelines for efficient data processing.",
            "similarity": 0.482
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 16,
        "score": 0.4969,
        "slug": "ml-ops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Data Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 2,
      "score": 1.0,
      "slug": "data-engineer",
      "total_count": null
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on 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": 251,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 12410,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Informatica Intelligent Cloud Services",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

{
  "alias_matches": [],
  "candidate_roles": [],
  "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"
  },
  "dimensions": [],
  "input_final_skills": [
    "Informatica Intelligent Cloud Services"
  ],
  "input_llm_skills": [
    "Informatica Intelligent Cloud Services"
  ],
  "new_aliases_persisted": 0,
  "run_id": "27ea4ff7-d84b-4cc3-bcf1-ed1a2c19dd1c",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Informatica Intelligent Cloud Services",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "informatica-intelligent-cloud-services",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Informatica Intelligent Cloud Services"
  ]
}

{
  "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 Intelligent Cloud Services",
      "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": "27ea4ff7-d84b-4cc3-bcf1-ed1a2c19dd1c"
}