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Pipeline run

4b79b0ca-90ac-40af-b75a-cd722c07ac16

Pipeline LLM cost (USD)
API 1: $0.0072 API 2: $0.0002 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 role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Data platform optimization and governance
Supports data architecture work by helping define database structures and governance, joining cross-functional design/estimation discussions, mentoring others, delegating tasks, and improving departmental best practices with strong communication.
""Ability to use strong writing and verbal communication skills to represent DAs position in support of sound Database structures, data governance and other Corporate strategies.""
Tech stack maturity
Mainstream Modern
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.20 / 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 (3)
Data Architecture Database Data Governance
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Data Architecture Database Data Governance
Show KRA description ↓
Requires little supervision while identifying task associated with responsibilities. Follows and assists in creating all departmental policies and best practices. Provides leadership by displaying mentoring abilities. and project leadership. Properly identifies tasks available for delegation and provides follow-up. Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience) Demonstrates a broad understanding of Data Architectures role in supporting business processes. Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies. Ability to use strong writing and verbal communication skills to represent DAs position in support of sound Database structures, data governance and other Corporate strategies. Ability to Multitask. Team player ability to collaborate with others in support of responsibilities and *** best practices. Skills necessary to consistently search for improved methods to provide customer service.

Signals

Skill
Alias data-engineer
1.00
KRA data-engineer
0.53

Post-classification

Centroidupdated · n=220
Alias collision log
New-role queue
New skills captured3
New KRA captured

Captured for admin review

Data Architecture primary Data Engineer pending
Database primary Data Engineer pending
Data Governance primary Data Engineer pending
Status: completed Created: 2026-05-27T14:49:16.552854Z Updated: 2026-06-12T17:13:52.243499Z API 3 duration: 2718 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 B

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

KRA-led classification on data-engineer (skill weak, KRA 0.53)

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

Job Description: Summary:

Assists in the setting of direction for ***s use of best practices and application database solutions. Works with application teams to implement sound RDMS data solutions that follow industry best practices and methods.

Major Accountabilities

Requires little supervision while identifying task associated with responsibilities.

Follows and assists in creating all departmental policies and best practices.

Provides leadership by displaying mentoring abilities. and project leadership.

Properly identifies tasks available for delegation and provides follow-up.

Education

Bachelors Degree in Information Systems or equivalent experience

Knowledge / Experience

Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)

Demonstrates a broad understanding of Data Architectures role in supporting business processes.

Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.

Skills/ Abilities

Ability to use strong writing and verbal communication skills to represent DAs position in support of sound Database structures, data governance and other Corporate strategies.

Ability to Multitask.

Team player ability to collaborate with others in support of responsibilities and *** best practices.

Skills necessary to consistently search for improved methods to provide customer service.

Work Conditions

Rotational pager for Production Support.

Skills from this JD

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

Data Architecture 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Database 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
Databases
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Data Architecture | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Database | type=Databases subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Data Governance | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleData Architect
Experience3 to 5 years related experience
DomainOther
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Information Systems",
      "raw": "Bachelors Degree in Information Systems or equivalent experience",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 5,
    "min": 3,
    "raw": "3 to 5 years related experience"
  },
  "job_locations": [],
  "role": "Data Architect",
  "role_aliases": [
    "Database Architect",
    "Data Engineer",
    "Data Solutions Architect"
  ],
  "role_archetype": "Data",
  "roles_and_responsibilities": [
    {
      "bullet_count": 4,
      "heading": "Major Accountabilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Requires little supervision while identifying",
        "last_5_words": "and provides follow-up."
      },
      "text": "Requires little supervision while identifying task associated with responsibilities.\nFollows and assists in creating all departmental policies and best practices.\nProvides leadership by displaying mentoring abilities. and project leadership.\nProperly identifies tasks available for delegation and provides follow-up.",
      "word_count": 49
    },
    {
      "bullet_count": 3,
      "heading": "Knowledge / Experience",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Demonstrates a broad understanding of",
        "last_5_words": "designs, and implementation strategies."
      },
      "text": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)\nDemonstrates a broad understanding of Data Architectures role in supporting business processes.\nDemonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
      "word_count": 54
    },
    {
      "bullet_count": 4,
      "heading": "Skills/ Abilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Ability to use strong writing",
        "last_5_words": "provide customer service."
      },
      "text": "Ability to use strong writing and verbal communication skills to represent DAs position in support of sound Database structures, data governance and other Corporate strategies.\nAbility to Multitask.\nTeam player ability to collaborate with others in support of responsibilities and *** best practices.\nSkills necessary to consistently search for improved methods to provide customer service.",
      "word_count": 56
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Data Architecture"
    },
    {
      "is_primary": true,
      "skill_name": "Database"
    },
    {
      "is_primary": true,
      "skill_name": "Data Governance"
    }
  ],
  "jd_role": {
    "display_name": "Data Architect",
    "rationale": null,
    "role_aliases": [
      "Database Architect",
      "Data Engineer",
      "Data Solutions Architect"
    ],
    "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": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Information Systems",
        "raw": "Bachelors Degree in Information Systems or equivalent experience",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 5,
      "min": 3,
      "raw": "3 to 5 years related experience"
    },
    "job_locations": [],
    "role": "Data Architect",
    "role_aliases": [
      "Database Architect",
      "Data Engineer",
      "Data Solutions Architect"
    ],
    "role_archetype": "Data",
    "roles_and_responsibilities": [
      {
        "bullet_count": 4,
        "heading": "Major Accountabilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Requires little supervision while identifying",
          "last_5_words": "and provides follow-up."
        },
        "text": "Requires little supervision while identifying task associated with responsibilities.\nFollows and assists in creating all departmental policies and best practices.\nProvides leadership by displaying mentoring abilities. and project leadership.\nProperly identifies tasks available for delegation and provides follow-up.",
        "word_count": 49
      },
      {
        "bullet_count": 3,
        "heading": "Knowledge / Experience",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Demonstrates a broad understanding of",
          "last_5_words": "designs, and implementation strategies."
        },
        "text": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)\nDemonstrates a broad understanding of Data Architectures role in supporting business processes.\nDemonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
        "word_count": 54
      },
      {
        "bullet_count": 4,
        "heading": "Skills/ Abilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Ability to use strong writing",
          "last_5_words": "provide customer service."
        },
        "text": "Ability to use strong writing and verbal communication skills to represent DAs position in support of sound Database structures, data governance and other Corporate strategies.\nAbility to Multitask.\nTeam player ability to collaborate with others in support of responsibilities and *** best practices.\nSkills necessary to consistently search for improved methods to provide customer service.",
        "word_count": 56
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "4b79b0ca-90ac-40af-b75a-cd722c07ac16",
  "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
      },
      {
        "display_name": "Data Modeler",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 150,
        "score": 1.0,
        "slug": "data-modeler",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "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": "Demonstrates a broad understanding of Data Architectures role in supporting business processes.",
            "similarity": 0.5712
          },
          {
            "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": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)",
            "similarity": 0.567
          },
          {
            "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": "Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
            "similarity": 0.4634
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.5339,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
            "similarity": 0.5201
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Demonstrates a broad understanding of Data Architectures role in supporting business processes.",
            "similarity": 0.5002
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)",
            "similarity": 0.466
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.4954,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Follows and assists in creating all departmental policies and best practices.",
            "similarity": 0.4837
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Team player ability to collaborate with others in support of responsibilities and *** best practices.",
            "similarity": 0.4823
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
            "similarity": 0.4554
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4738,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Reviews and enforces access control policies, privilege escalation procedures, role-based access control, and identity governance workflows.",
            "sentence": "Follows and assists in creating all departmental policies and best practices.",
            "similarity": 0.4614
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
            "similarity": 0.4542
          },
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Demonstrates a broad understanding of Data Architectures role in supporting business processes.",
            "similarity": 0.4094
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.4417,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "service contract collaboration",
            "sentence": "Team player ability to collaborate with others in support of responsibilities and *** best practices.",
            "similarity": 0.468
          },
          {
            "kra_text": "persistence and data modeling",
            "sentence": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)",
            "similarity": 0.428
          },
          {
            "kra_text": "persistence and data modeling",
            "sentence": "Demonstrates a broad understanding of Data Architectures role in supporting business processes.",
            "similarity": 0.4071
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.4344,
        "slug": "java-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "B",
    "chosen_role": {
      "display_name": "Data Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 2,
      "score": 0.5339,
      "slug": "data-engineer",
      "total_count": null
    },
    "confidence": 0.5339,
    "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": "KRA-led classification on data-engineer (skill weak, KRA 0.53)",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 220,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 11111,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Data Architecture",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 11112,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Database",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 11113,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Data Governance",
        "status": "pending"
      }
    ],
    "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": {
    "display_name": "Data Engineer",
    "id": 2,
    "rationale": "KRA-led classification on data-engineer (skill weak, KRA 0.53)",
    "role_archetype": null,
    "slug": "data-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Data Architecture",
    "Database",
    "Data Governance"
  ],
  "input_llm_skills": [
    "Data Architecture",
    "Database",
    "Data Governance"
  ],
  "new_aliases_persisted": 0,
  "run_id": "4b79b0ca-90ac-40af-b75a-cd722c07ac16",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Data Architecture",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "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": "data-architecture",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Database",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Databases",
          "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": "database",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Data Governance",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "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": "data-governance",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Data Architecture",
    "Database",
    "Data Governance"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Data Engineer",
    "id": 2,
    "rationale": "KRA-led classification on data-engineer (skill weak, KRA 0.53)",
    "role_archetype": null,
    "slug": "data-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Data Architecture",
      "tag": "new"
    },
    {
      "skill": "Database",
      "tag": "new"
    },
    {
      "skill": "Data Governance",
      "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": "4b79b0ca-90ac-40af-b75a-cd722c07ac16"
}

LLM Calls

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

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