Pipeline run

49c33d36-8dab-44a4-a25f-a53406a64f53

Pipeline LLM cost (USD)

API 1: $0.0029 API 2: $0.0000 API 3: $0.0000 Total: $0.0029

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 transformation and modeling

Defines and documents database designs and standards, models tables/fields and relational structures, installs DBMSs, and writes client-server code plus QA/test code for database-backed applications.

""Determines how tables relate to each other and how fields interact within the tables for a relational model.""

Tech stack maturity

Mainstream Legacy cache hit

A data engineer role centered on SQL typically maps to well-established, widely used data workflows and tooling rather than bleeding-edge or cloud-native specialization.

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 (8)

Database Management Systems SQL Relational Model Client-Server Quality Assurance Data Modeling User Interface Business Application Prototypes

Skill cluster (2 dimension groups, role-scoped)

Programming Languages for Data Work

SQL

Cross-cutting / unaligned

Database Management Systems Relational Model Client-Server Quality Assurance Data Modeling User Interface Business Application Prototypes

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 data-engineer

0.12

Alias data-engineer

1.00

KRA data-engineer

0.42

Post-classification

Centroidupdated · n=17

Alias collision log—

New-role queue—

New skills captured7

New KRA captured—

Captured for admin review

Database Management Systems primary ↔ Data Engineer pending

Relational Model primary ↔ Data Engineer pending

Client-Server primary ↔ Data Engineer pending

Quality Assurance primary ↔ Data Engineer pending

Data Modeling primary ↔ Data Engineer pending

User Interface ↔ Data Engineer pending

Business Application Prototypes ↔ Data Engineer pending

Status: extract_from_jd_done Created: 2026-05-19T11:31:06.192524Z Updated: 2026-05-19T11:31:07.134912Z

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)

SQL 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)

Client-Server 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)

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

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

Business Application Prototypes Secondary 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": 211
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Database Management Systems"
    },
    {
      "is_primary": true,
      "skill_name": "SQL"
    },
    {
      "is_primary": true,
      "skill_name": "Relational Model"
    },
    {
      "is_primary": true,
      "skill_name": "Client-Server"
    },
    {
      "is_primary": true,
      "skill_name": "Quality Assurance"
    },
    {
      "is_primary": true,
      "skill_name": "Data Modeling"
    },
    {
      "is_primary": false,
      "skill_name": "User Interface"
    },
    {
      "is_primary": false,
      "skill_name": "Business Application Prototypes"
    }
  ],
  "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": 211
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "49c33d36-8dab-44a4-a25f-a53406a64f53",
  "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": [
      {
        "display_name": "Data Engineer",
        "matched_count": 1,
        "role_id": 2,
        "score": 0.125,
        "slug": "data-engineer",
        "total_count": 8
      }
    ],
    "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, sim 1.00); KRA agrees (0.42)"
  },
  "stage5_updates": {
    "centroid_n_after": 17,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 1170,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Database Management Systems",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1171,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Relational Model",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1172,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Client-Server",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1173,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Quality Assurance",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1174,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Data Modeling",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1175,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "User Interface",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 1176,
        "role_display_name": "Data Engineer",
        "role_slug": "data-engineer",
        "skill_name": "Business Application Prototypes",
        "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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