Pipeline run

793d7086-e1f6-4935-bca9-82a6742d040e

Pipeline LLM cost (USD)

API 1: $0.0031 API 2: $0.0000 API 3: $0.0000 Total: $0.0031

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

Designs and documents database schemas and standards, evaluates DBMS tools, and defines table/field structures, storage, capacity, loading, maintenance, and security plans. Also codes client-server app screens/reports and supports QA and test code.

"Establishes database management systems, standards, guidelines, and quality assurance for database deliverables"

Tech stack maturity

Mainstream Modern cache hit

Capacity planning is a standard data engineering capability commonly implemented with established modern data platforms and tooling rather than requiring bleeding-edge or legacy-only stacks.

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 (11)

Database Management Systems Quality Assurance Database Design Capacity Planning Data Loading Data Maintenance Security Policy Technical Platforms User Interface Client-Server Relational Model

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Database Management Systems Quality Assurance Database Design Capacity Planning Data Loading Data Maintenance Security Policy Technical Platforms User Interface Client-Server Relational Model

Show KRA description ↓

• Establishes database management systems, standards, guidelines, and quality assurance for database deliverables, such as conceptual design, logical database, capacity planning, external data interface specification, data loading plan, data maintenance plan and security policy. Documents and communicates database design. • Evaluates and installs database management systems. • Codes complex programs and derives logical processes on technical platforms. Builds windows, screens, and reports. Assists in the design of user interface and business application prototypes. • Participates in quality assurance and develops test application code in client server environment. • Provides expertise in devising, negotiating, and defending the tables and fields provided in the database. Adapts business requirements, developed by modeling/development staff and systems engineers, and develops the data, database specifications, and table and element attributes for an application. • At more experienced levels, helps to develop an understanding of client's original data and storage mechanisms. • Determines appropriateness of data for storage and optimum storage organization. • Determines how tables relate to each other and how fields interact within the tables for a relational model.

Signals

Skill —

—

Alias data-engineer

1.00

KRA data-engineer

0.42

Post-classification

Centroidupdated · n=7

Alias collision log—

New-role queue—

New skills captured11

New KRA captured—

Captured for admin review

Database Management Systems primary ↔ Data Engineer pending

Quality Assurance primary ↔ Data Engineer pending

Database Design primary ↔ Data Engineer pending

Capacity Planning primary ↔ Data Engineer pending

Data Loading primary ↔ Data Engineer pending

Data Maintenance primary ↔ Data Engineer pending

Security Policy primary ↔ Data Engineer pending

Technical Platforms primary ↔ Data Engineer pending

User Interface primary ↔ Data Engineer pending

Client-Server primary ↔ Data Engineer pending

Relational Model primary ↔ Data Engineer pending

Status: extract_from_jd_done Created: 2026-05-19T00:04:55.846047Z Updated: 2026-05-19T00:04:56.847987Z

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

No chosen role stored for this run.

Job description

Data Engineer

Job Description:

• Establishes database management systems, standards, guidelines, and quality assurance for database deliverables, such as conceptual design, logical database, capacity planning, external data interface specification, data loading plan, data maintenance plan and security policy. Documents and communicates database design. 
• Evaluates and installs database management systems. 
• Codes complex programs and derives logical processes on technical platforms. Builds windows, screens, and reports. Assists in the design of user interface and business application prototypes.
• Participates in quality assurance and develops test application code in client server environment. 
• Provides expertise in devising, negotiating, and defending the tables and fields provided in the database. Adapts business requirements, developed by modeling/development staff and systems engineers, and develops the data, database specifications, and table and element attributes for an application.
• At more experienced levels, helps to develop an understanding of client's original data and storage mechanisms. 
• Determines appropriateness of data for storage and optimum storage organization. 
• Determines how tables relate to each other and how fields interact within the tables for a relational model.

Skills from this JD

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

Database Management Systems Primary No API 2 row (run stopped after API 1 or history missing)

Quality Assurance Primary No API 2 row (run stopped after API 1 or history missing)

Database Design Primary No API 2 row (run stopped after API 1 or history missing)

Capacity Planning Primary No API 2 row (run stopped after API 1 or history missing)

Data Loading Primary No API 2 row (run stopped after API 1 or history missing)

Data Maintenance Primary No API 2 row (run stopped after API 1 or history missing)

Security Policy Primary No API 2 row (run stopped after API 1 or history missing)

Technical Platforms Primary No API 2 row (run stopped after API 1 or history missing)

User Interface Primary No API 2 row (run stopped after API 1 or history missing)

Client-Server Primary No API 2 row (run stopped after API 1 or history missing)

Relational Model Primary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

RoleData Engineer

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": [],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Data Engineer",
  "role_archetype": "Data",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Establishes database management systems,",
        "last_5_words": "fields interact within the tables for"
      },
      "text": "\u2022 Establishes database management systems, standards, guidelines, and quality assurance for database deliverables, such as conceptual design, logical database, capacity planning, external data interface specification, data loading plan, data maintenance plan and security policy. Documents and communicates database design.\n\u2022 Evaluates and installs database management systems.\n\u2022 Codes complex programs and derives logical processes on technical platforms. Builds windows, screens, and reports. Assists in the design of user interface and business application prototypes.\n\u2022 Participates in quality assurance and develops test application code in client server environment.\n\u2022 Provides expertise in devising, negotiating, and defending the tables and fields provided in the database. Adapts business requirements, developed by modeling/development staff and systems engineers, and develops the data, database specifications, and table and element attributes for an application.\n\u2022 At more experienced levels, helps to develop an understanding of client\u0027s original data and storage mechanisms.\n\u2022 Determines appropriateness of data for storage and optimum storage organization.\n\u2022 Determines how tables relate to each other and how fields interact within the tables for a relational model.",
      "word_count": 202
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Database Management Systems"
    },
    {
      "is_primary": true,
      "skill_name": "Quality Assurance"
    },
    {
      "is_primary": true,
      "skill_name": "Database Design"
    },
    {
      "is_primary": true,
      "skill_name": "Capacity Planning"
    },
    {
      "is_primary": true,
      "skill_name": "Data Loading"
    },
    {
      "is_primary": true,
      "skill_name": "Data Maintenance"
    },
    {
      "is_primary": true,
      "skill_name": "Security Policy"
    },
    {
      "is_primary": true,
      "skill_name": "Technical Platforms"
    },
    {
      "is_primary": true,
      "skill_name": "User Interface"
    },
    {
      "is_primary": true,
      "skill_name": "Client-Server"
    },
    {
      "is_primary": true,
      "skill_name": "Relational Model"
    }
  ],
  "jd_role": {
    "display_name": "Data Engineer",
    "rationale": null,
    "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": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "Data Engineer",
    "role_archetype": "Data",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Establishes database management systems,",
          "last_5_words": "fields interact within the tables for"
        },
        "text": "\u2022 Establishes database management systems, standards, guidelines, and quality assurance for database deliverables, such as conceptual design, logical database, capacity planning, external data interface specification, data loading plan, data maintenance plan and security policy. Documents and communicates database design.\n\u2022 Evaluates and installs database management systems.\n\u2022 Codes complex programs and derives logical processes on technical platforms. Builds windows, screens, and reports. Assists in the design of user interface and business application prototypes.\n\u2022 Participates in quality assurance and develops test application code in client server environment.\n\u2022 Provides expertise in devising, negotiating, and defending the tables and fields provided in the database. Adapts business requirements, developed by modeling/development staff and systems engineers, and develops the data, database specifications, and table and element attributes for an application.\n\u2022 At more experienced levels, helps to develop an understanding of client\u0027s original data and storage mechanisms.\n\u2022 Determines appropriateness of data for storage and optimum storage organization.\n\u2022 Determines how tables relate to each other and how fields interact within the tables for a relational model.",
        "word_count": 202
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "793d7086-e1f6-4935-bca9-82a6742d040e",
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "Data Engineer",
        "matched_count": null,
        "role_id": 2,
        "score": 1.0,
        "slug": "data-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Data Engineer",
        "matched_count": null,
        "role_id": 2,
        "score": 0.424,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Cybersecurity Engineer",
        "matched_count": null,
        "role_id": 5,
        "score": 0.4078,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.3977,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.3911,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Engineer",
        "matched_count": null,
        "role_id": 1,
        "score": 0.3851,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Data Engineer",
      "matched_count": null,
      "role_id": 2,
      "score": 1.0,
      "slug": "data-engineer",
      "total_count": null
    },
    "confidence": 0.424,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "queued": false,
    "reasoning": "Stage 1 title \u0027Data Engineer\u0027 (name match); KRA agrees (0.42)"
  },
  "stage5_updates": {
    "centroid_n_after": 7,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 278,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Database Management Systems",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 279,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Quality Assurance",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 280,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Database Design",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 281,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Capacity Planning",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 282,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Data Loading",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 283,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Data Maintenance",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 284,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Security Policy",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 285,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Technical Platforms",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 286,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "User Interface",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 287,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Client-Server",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 288,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Relational Model",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{}

API 3 — final-role-output

{}

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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