Pipeline run

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Informatica"
    },
    {
      "is_primary": true,
      "skill_name": "IDQ"
    },
    {
      "is_primary": true,
      "skill_name": "MDM"
    },
    {
      "is_primary": true,
      "skill_name": "BDM"
    },
    {
      "is_primary": true,
      "skill_name": "BDQ"
    },
    {
      "is_primary": true,
      "skill_name": "EDC"
    },
    {
      "is_primary": true,
      "skill_name": "Axon"
    },
    {
      "is_primary": true,
      "skill_name": "ETL"
    }
  ],
  "jd_role": {
    "display_name": "Application Developer",
    "rationale": null,
    "role_aliases": [
      "App Developer",
      "Software Developer",
      "Application Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Accenture is a global professional",
        "last_5_words": "value and shared success for our clients"
      },
      "text": "Accenture is a global professional services company with leading capabilities in digital, cloud and security. Combining unmatched experience and specialized skills across more than 40 industries, we offer Strategy and Consulting, Interactive, Technology and Operations services-all powered by the world\u0027s largest network of Advanced Technology and Intelligent Operations centers. Our 674,000 people deliver on the promise of technology and human ingenuity every day, serving clients in more than 120 countries.We embrace the power of change to create value and shared success for our clients, people, shareholders, partners and communities.",
      "word_count": 84
    },
    "certifications": [],
    "company_name": "Accenture",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO",
          "Tech Consulting"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Graduate",
        "raw": "Graduate",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 6,
      "min": 4,
      "raw": "4-6 years"
    },
    "job_locations": [
      {
        "aliases": [
          "Pune, Maharashtra"
        ],
        "city": "Pune",
        "country": "India",
        "state": null,
        "work_mode": "null"
      }
    ],
    "role": "Application Developer",
    "role_aliases": [
      "App Developer",
      "Software Developer",
      "Application Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "a Design, develop, test, deploy",
          "last_5_words": "how to proceed with backend ETL processes"
        },
        "text": "a Design, develop, test, deploy and document a projects data quality procedures and its outputs b Document at a functional level how the procedures work within the data quality applications c The primary tasks associated with this role are to use IDQ to profile the project source data, define or confirm the definition of the metadata, cleanse and accurately check the project data, check for duplicate or redundant records, and provide information on how to proceed with backend ETL processes",
        "word_count": 64
      },
      {
        "bullet_count": 0,
        "heading": "Must Have Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "",
          "last_5_words": ""
        },
        "text": "",
        "word_count": 0
      },
      {
        "bullet_count": 0,
        "heading": "Good To Have Skills",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "",
          "last_5_words": ""
        },
        "text": "",
        "word_count": 0
      },
      {
        "bullet_count": 0,
        "heading": "Job Requirements",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "",
          "last_5_words": ""
        },
        "text": "",
        "word_count": 0
      },
      {
        "bullet_count": 0,
        "heading": "Technical Experience",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "a knowledge on Informatica as",
          "last_5_words": "n exp on data quality development"
        },
        "text": "a knowledge on Informatica as whole n integration of different Informatica components n services b 5 yrs of exp in install,configure,admin,tune n troubleshoot 1 or more Informatica ie IDQ, MDM, BDM, BDQ, EDC,or AXON c understanding of data governance n exp on data quality development n issue mgmt",
        "word_count": 49
      },
      {
        "bullet_count": 0,
        "heading": "Professional Attributes",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "a Complete understanding of code",
          "last_5_words": "n analytical skills"
        },
        "text": "a Complete understanding of code promotion activities n best practices b Good communication and presentations skills and ability to lead meetings effectively c Ability to multi task with strong attention to detail n analytical skills",
        "word_count": 36
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "www.accenture.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "536e62f4-6cbe-490e-a83c-c17c835fe278",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "a Design, develop, test, deploy and document a projects data quality procedures and its outputs b Document at a functional level how the procedures work within the data quality applications c The primary tasks associated with this role are to use IDQ to profile the project source data, define or confirm the definition of the metadata, cleanse and accurately check the project data, check for duplicate or redundant records, and provide information on how to proceed with backend ETL processes",
            "similarity": 0.5389
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "a knowledge on Informatica as whole n integration of different Informatica components n services b 5 yrs of exp in install,configure,admin,tune n troubleshoot 1 or more Informatica ie IDQ, MDM, BDM, BDQ, EDC,or AXON c understanding of data governance n exp on data quality development n issue mgmt",
            "similarity": 0.4314
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "a Complete understanding of code promotion activities n best practices b Good communication and presentations skills and ability to lead meetings effectively c Ability to multi task with strong attention to detail n analytical skills",
            "similarity": 0.3013
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.4239,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "a Design, develop, test, deploy and document a projects data quality procedures and its outputs b Document at a functional level how the procedures work within the data quality applications c The primary tasks associated with this role are to use IDQ to profile the project source data, define or confirm the definition of the metadata, cleanse and accurately check the project data, check for duplicate or redundant records, and provide information on how to proceed with backend ETL processes",
            "similarity": 0.4988
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "a Complete understanding of code promotion activities n best practices b Good communication and presentations skills and ability to lead meetings effectively c Ability to multi task with strong attention to detail n analytical skills",
            "similarity": 0.3397
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "a knowledge on Informatica as whole n integration of different Informatica components n services b 5 yrs of exp in install,configure,admin,tune n troubleshoot 1 or more Informatica ie IDQ, MDM, BDM, BDQ, EDC,or AXON c understanding of data governance n exp on data quality development n issue mgmt",
            "similarity": 0.3377
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.392,
        "slug": "angular-frontend-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": "a Design, develop, test, deploy and document a projects data quality procedures and its outputs b Document at a functional level how the procedures work within the data quality applications c The primary tasks associated with this role are to use IDQ to profile the project source data, define or confirm the definition of the metadata, cleanse and accurately check the project data, check for duplicate or redundant records, and provide information on how to proceed with backend ETL processes",
            "similarity": 0.4629
          },
          {
            "kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
            "sentence": "a Complete understanding of code promotion activities n best practices b Good communication and presentations skills and ability to lead meetings effectively c Ability to multi task with strong attention to detail n analytical skills",
            "similarity": 0.3707
          },
          {
            "kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
            "sentence": "a knowledge on Informatica as whole n integration of different Informatica components n services b 5 yrs of exp in install,configure,admin,tune n troubleshoot 1 or more Informatica ie IDQ, MDM, BDM, BDQ, EDC,or AXON c understanding of data governance n exp on data quality development n issue mgmt",
            "similarity": 0.3242
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 16,
        "score": 0.3859,
        "slug": "ml-ops-engineer",
        "total_count": null
      },
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "facilitate technical and delivery decisions",
            "sentence": "a knowledge on Informatica as whole n integration of different Informatica components n services b 5 yrs of exp in install,configure,admin,tune n troubleshoot 1 or more Informatica ie IDQ, MDM, BDM, BDQ, EDC,or AXON c understanding of data governance n exp on data quality development n issue mgmt",
            "similarity": 0.3883
          },
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "a Design, develop, test, deploy and document a projects data quality procedures and its outputs b Document at a functional level how the procedures work within the data quality applications c The primary tasks associated with this role are to use IDQ to profile the project source data, define or confirm the definition of the metadata, cleanse and accurately check the project data, check for duplicate or redundant records, and provide information on how to proceed with backend ETL processes",
            "similarity": 0.3784
          },
          {
            "kra_text": "Set team goals and delivery plans",
            "sentence": "a Complete understanding of code promotion activities n best practices b Good communication and presentations skills and ability to lead meetings effectively c Ability to multi task with strong attention to detail n analytical skills",
            "similarity": 0.37
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.3789,
        "slug": "engineering-manager",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "a Design, develop, test, deploy and document a projects data quality procedures and its outputs b Document at a functional level how the procedures work within the data quality applications c The primary tasks associated with this role are to use IDQ to profile the project source data, define or confirm the definition of the metadata, cleanse and accurately check the project data, check for duplicate or redundant records, and provide information on how to proceed with backend ETL processes",
            "similarity": 0.4557
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "a knowledge on Informatica as whole n integration of different Informatica components n services b 5 yrs of exp in install,configure,admin,tune n troubleshoot 1 or more Informatica ie IDQ, MDM, BDM, BDQ, EDC,or AXON c understanding of data governance n exp on data quality development n issue mgmt",
            "similarity": 0.3471
          },
          {
            "kra_text": "exception, escalation, and assignment handling",
            "sentence": "a Complete understanding of code promotion activities n best practices b Good communication and presentations skills and ability to lead meetings effectively c Ability to multi task with strong attention to detail n analytical skills",
            "similarity": 0.3196
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.3741,
        "slug": "pega-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Data Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Informatica"
        ],
        "role_id": 2,
        "score": 0.125,
        "slug": "data-engineer",
        "total_count": 8
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 1.0,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top data-engineer 0.12 does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1722,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1893,
      "r_and_r_preview": "a Design, develop, test, deploy and document a projects data quality procedures and its outputs b Document at a functional level how the procedures work within the data quality applications c The prim",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 24563,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "IDQ",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24564,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "MDM",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24565,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "BDM",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24566,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "BDQ",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24567,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "EDC",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24568,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Axon",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24569,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "ETL",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 311,
      "existing_alias_text": "Informatica",
      "input_term": "Informatica",
      "matched_canonical": {
        "category_id": 9,
        "display_name": "Informatica",
        "id": 117,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "informatica",
        "sub_category_id": 114,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Data Engineer",
      "id": 2,
      "rationale": null,
      "role_archetype": null,
      "slug": "data-engineer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top data-engineer 0.12 does not contradict",
    "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": "ETL and ELT Tooling",
        "id": 24,
        "rationale": "Packaged tools for extracting, loading, and transforming data across systems. This dimension covers connector-based ingestion, transformation frameworks, and managed integration products.",
        "slug": "etl-and-elt-tooling",
        "source": "db"
      },
      "input_skill": "Informatica",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Data Engineer",
          "id": 2,
          "rationale": null,
          "role_archetype": null,
          "slug": "data-engineer",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "Informatica",
    "IDQ",
    "MDM",
    "BDM",
    "BDQ",
    "EDC",
    "Axon",
    "ETL"
  ],
  "input_llm_skills": [
    "Informatica",
    "IDQ",
    "MDM",
    "BDM",
    "BDQ",
    "EDC",
    "Axon",
    "ETL"
  ],
  "new_aliases_persisted": 0,
  "run_id": "536e62f4-6cbe-490e-a83c-c17c835fe278",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "Informatica",
          "alias_type": "CANONICAL",
          "id": 311,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "Informatica",
        "id": 117,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "informatica",
        "sub_category_id": 114,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "ETL and ELT Tooling",
            "id": 24,
            "rationale": "Packaged tools for extracting, loading, and transforming data across systems. This dimension covers connector-based ingestion, transformation frameworks, and managed integration products.",
            "slug": "etl-and-elt-tooling",
            "source": "db"
          },
          "input_skill": "Informatica",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Data Engineer",
              "id": 2,
              "rationale": null,
              "role_archetype": null,
              "slug": "data-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Informatica",
      "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": "IDQ",
      "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": "idq",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "MDM",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering Tools",
          "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": "mdm",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "BDM",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering Tools",
          "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": "bdm",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "BDQ",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering Tools",
          "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": "bdq",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "EDC",
      "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": "edc",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Axon",
      "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": "axon",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ETL",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering Tools",
          "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": "etl",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "IDQ",
    "MDM",
    "BDM",
    "BDQ",
    "EDC",
    "Axon",
    "ETL"
  ]
}

{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top data-engineer 0.12 does not contradict",
    "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": "Informatica",
      "tag": "in_db"
    },
    {
      "skill": "IDQ",
      "tag": "new"
    },
    {
      "skill": "MDM",
      "tag": "new"
    },
    {
      "skill": "BDM",
      "tag": "new"
    },
    {
      "skill": "BDQ",
      "tag": "new"
    },
    {
      "skill": "EDC",
      "tag": "new"
    },
    {
      "skill": "Axon",
      "tag": "new"
    },
    {
      "skill": "ETL",
      "tag": "new"
    }
  ],
  "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": "ETL and ELT Tooling",
          "id": 24,
          "rationale": "Packaged tools for extracting, loading, and transforming data across systems. This dimension covers connector-based ingestion, transformation frameworks, and managed integration products.",
          "slug": "etl-and-elt-tooling",
          "source": "db"
        },
        "dimension_id": 24,
        "input_skill": "Informatica",
        "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": "Data Engineer",
            "id": 2,
            "rationale": null,
            "role_archetype": null,
            "slug": "data-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 117,
        "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": "536e62f4-6cbe-490e-a83c-c17c835fe278"
}