Pipeline run

bb834d90-9cfb-4ba8-bd0c-11033ea4e9d2

Pipeline LLM cost (USD)

API 1: $0.0061 API 2: $0.0001 API 3: $0.0000 Total: $0.0062

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · Business Intelligence

Support BI applications by handling maintenance, enhancements, and new development, while translating business needs into technical specs and documenting features, technical details, and infrastructure.

"Work in a data analyst role and with business intelligence applications"

Tech stack maturity

Mainstream Modern

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 (1)

Business Intelligence

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Business Intelligence

Show KRA description ↓

· Perform a mix of maintenance, enhancements, and new development as required · Work in a data analyst role and with business intelligence applications · Document features, technical specifications & infrastructure Responsibilities · Work cross-functionally to convert business needs into technical specifications

Signals

Skill —

—

Alias —

—

KRA data-engineer

0.47

Post-classification

Centroidupdated · n=4

Alias collision log—

New-role queue—

New skills captured1

New KRA capturedyes

Captured for admin review

Business Intelligence primary ↔ Data Analyst pending

R&R fragment (sim 0.00) ↔ Data Analyst pending

Status: completed Created: 2026-05-27T15:10:03.389617Z Updated: 2026-06-12T16:47:14.768282Z API 3 duration: 3546 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 Analyst

domain · Data Engineering & Analytics CASE DOMAIN

slug: data-analyst · id: 143 · source: db

Domain=Data Engineering & Analytics; The responsibilities center on data analysis and business intelligence work, with cross-functional requirements gathering and documentation rather than engineering or ETL delivery.

Matched skills

business intelligence applicationstechnical specificationsdocumentation

Matched dimensions

Data AnalysisBusiness Intelligence SupportRequirements TranslationTechnical Documentation

Matched KRAs

Perform a mix of maintenance, enhancements, and new developmentWork in a data analyst roleWork with business intelligence applicationsDocument features, technical specifications & infrastructureConvert business needs into technical specifications

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

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Job description


The ideal candidate is a highly resourceful and innovative developer with extensive experience in the layout, design, and coding of websites, specifically in PHP format. You must also possess a strong knowledge of web application development using PHP programming language and MySQL Server databases.


Responsibilities


· Perform a mix of maintenance, enhancements, and new development as required


· Work in a data analyst role and with business intelligence applications


· Document features, technical specifications & infrastructure Responsibilities


· Work cross-functionally to convert business needs into technical specifications


Qualifications


· 1+ year's of experience in web development and software design


· Experience in developing E-commerce sites, Yii framework knowledge of OS commerce and WordPress CMS


· Expertise in front-end technologies (HTML, JavaScript, CSS), Backend PHP frameworks, and MySQL databases


Perks and Benefits


1 .5 days working


2. Performance Bonus


3. Paid Sick Leaves


4. Employee Training


5. Movie, concert, and match tickets

Skills from this JD

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

Business Intelligence 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: Data Engineering Tools
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	Business Intelligence \| type=Data Engineering Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR

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

Experience1+ year's of experience in web development and software design

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": 1,
    "raw": "1+ year\u0027s of experience in web development and software design"
  },
  "job_locations": [],
  "role": null,
  "role_aliases": [],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 4,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u00b7 Perform a mix of maintenance,",
        "last_5_words": "business needs into technical specifications"
      },
      "text": "\u00b7 Perform a mix of maintenance, enhancements, and new development as required\n\n\u00b7 Work in a data analyst role and with business intelligence applications\n\n\u00b7 Document features, technical specifications \u0026 infrastructure Responsibilities\n\n\u00b7 Work cross-functionally to convert business needs into technical specifications",
      "word_count": 48
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Business Intelligence"
    }
  ],
  "jd_role": null,
  "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": 1,
      "raw": "1+ year\u0027s of experience in web development and software design"
    },
    "job_locations": [],
    "role": null,
    "role_aliases": [],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 4,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u00b7 Perform a mix of maintenance,",
          "last_5_words": "business needs into technical specifications"
        },
        "text": "\u00b7 Perform a mix of maintenance, enhancements, and new development as required\n\n\u00b7 Work in a data analyst role and with business intelligence applications\n\n\u00b7 Document features, technical specifications \u0026 infrastructure Responsibilities\n\n\u00b7 Work cross-functionally to convert business needs into technical specifications",
        "word_count": 48
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "bb834d90-9cfb-4ba8-bd0c-11033ea4e9d2",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "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": "\u00b7 Work in a data analyst role and with business intelligence applications",
            "similarity": 0.5595
          },
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "\u00b7 Work cross-functionally to convert business needs into technical specifications",
            "similarity": 0.4367
          },
          {
            "kra_text": "Maintains data catalog entries, column-level data lineage, and technical documentation to support data discoverability and governance across the organization.",
            "sentence": "\u00b7 Document features, technical specifications \u0026 infrastructure Responsibilities",
            "similarity": 0.4241
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.4735,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "\u00b7 Work cross-functionally to convert business needs into technical specifications",
            "similarity": 0.5707
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "\u00b7 Perform a mix of maintenance, enhancements, and new development as required",
            "similarity": 0.4544
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "\u00b7 Document features, technical specifications \u0026 infrastructure Responsibilities",
            "similarity": 0.3811
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.4687,
        "slug": "full-stack-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": "\u00b7 Document features, technical specifications \u0026 infrastructure Responsibilities",
            "similarity": 0.4891
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "\u00b7 Work cross-functionally to convert business needs into technical specifications",
            "similarity": 0.4633
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "\u00b7 Perform a mix of maintenance, enhancements, and new development as required",
            "similarity": 0.441
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.4645,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": [
          {
            "kra_text": "backend code refactoring and maintenance",
            "sentence": "\u00b7 Perform a mix of maintenance, enhancements, and new development as required",
            "similarity": 0.5047
          },
          {
            "kra_text": "service-level technical collaboration",
            "sentence": "\u00b7 Work cross-functionally to convert business needs into technical specifications",
            "similarity": 0.466
          },
          {
            "kra_text": "service-level technical collaboration",
            "sentence": "\u00b7 Document features, technical specifications \u0026 infrastructure Responsibilities",
            "similarity": 0.4143
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 83,
        "score": 0.4617,
        "slug": "dotnet-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "translate product and design requirements",
            "sentence": "\u00b7 Work cross-functionally to convert business needs into technical specifications",
            "similarity": 0.5031
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "\u00b7 Perform a mix of maintenance, enhancements, and new development as required",
            "similarity": 0.45
          },
          {
            "kra_text": "translate product and design requirements",
            "sentence": "\u00b7 Document features, technical specifications \u0026 infrastructure Responsibilities",
            "similarity": 0.3984
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4505,
        "slug": "flutter-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Data Analyst",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 143,
      "score": 0.95,
      "slug": "data-analyst",
      "total_count": null
    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Data Analysis",
      "Business Intelligence Support",
      "Requirements Translation",
      "Technical Documentation"
    ],
    "matched_kras": [
      "Perform a mix of maintenance, enhancements, and new development",
      "Work in a data analyst role",
      "Work with business intelligence applications",
      "Document features, technical specifications \u0026 infrastructure",
      "Convert business needs into technical specifications"
    ],
    "matched_skills": [
      "business intelligence applications",
      "technical specifications",
      "documentation"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Data Engineering \u0026 Analytics; The responsibilities center on data analysis and business intelligence work, with cross-functional requirements gathering and documentation rather than engineering or ETL delivery.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 4,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 879,
      "r_and_r_preview": "\u00b7 Perform a mix of maintenance, enhancements, and new development as required\n\n\u00b7 Work in a data analyst role and with business intelligence applications\n\n\u00b7 Document features, technical specifications ",
      "role_display_name": "Data Analyst",
      "role_slug": "data-analyst",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 12974,
        "role_display_name": "Data Analyst",
        "role_slug": "data-analyst",
        "skill_name": "Business Intelligence",
        "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 Analyst",
    "id": 143,
    "rationale": "Domain=Data Engineering \u0026 Analytics; The responsibilities center on data analysis and business intelligence work, with cross-functional requirements gathering and documentation rather than engineering or ETL delivery.",
    "role_archetype": null,
    "slug": "data-analyst",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "Business Intelligence"
  ],
  "input_llm_skills": [
    "Business Intelligence"
  ],
  "new_aliases_persisted": 0,
  "run_id": "bb834d90-9cfb-4ba8-bd0c-11033ea4e9d2",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Business Intelligence",
      "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": "business-intelligence",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Business Intelligence"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Data Analyst",
    "id": 143,
    "rationale": "Domain=Data Engineering \u0026 Analytics; The responsibilities center on data analysis and business intelligence work, with cross-functional requirements gathering and documentation rather than engineering or ETL delivery.",
    "role_archetype": null,
    "slug": "data-analyst",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Business Intelligence",
      "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": "bb834d90-9cfb-4ba8-bd0c-11033ea4e9d2"
}

LLM Calls

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

Loading…