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Pipeline run

5cef72dd-71ef-4e60-973a-b9d643c2be32

Pipeline LLM cost (USD)
API 1: $0.0076 API 2: $0.0002 API 3: $0.0000 Total: $0.0078

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Customer Success / Project Management
Own customer engagements for Informatica MDM/Data Integration work: serve as the main client contact, coordinate timelines/risks/requests, review requirements and status changes, and lead a consulting team while mentoring junior members.
"Manage Customer/s relationships by serving as the single point of contact."
Tech stack maturity
Mainstream Legacy
Informatica is a widely used enterprise data integration platform typically associated with established, on-prem or hybrid enterprise environments rather than cloud-native 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 (5)
Informatica Informatica MDM SaaS MDM IDQ Data Integration
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Informatica Informatica MDM SaaS MDM IDQ Data Integration
Show KRA description ↓
You are responsible for making our customers successful by supporting them in the various listed areas below. Also, you will support the internal team on technology and other areas of functioning. You work in association with other consultants, and team members in the effective use and deployment of Informatica products like Informatica MDM, SaaS MDM, IDQ or Data Integration. • Manage Customer/s relationships by serving as the single point of contact. Responsible for engagement success & delivery quality. • Manage and coordinate the project including timelines, risks, risk mitigation strategies, action items, service requests and change requests. • Review requirements and documentations, services requests, enhancements, operational activities, technical and specifications changes. • Provide regular reports to communicate project status both internally and externally. • Manage a team of consultants. Supervise and mentor intermediate and junior-level team members. • Provide Project Management leadership, coaching and guidance to consultants and customer resources.

Signals

Skill data-engineer
0.20
Alias
KRA cloud-architect
0.52

Post-classification

Centroidupdated · n=1
Alias collision log
New-role queue
New skills captured4
New KRA capturedyes

Captured for admin review

Informatica MDM primary Project Manager (Tech) pending
SaaS MDM primary Project Manager (Tech) pending
IDQ primary Project Manager (Tech) pending
Data Integration primary Project Manager (Tech) pending
R&R fragment (sim 0.00) Project Manager (Tech) pending

You are responsible for making our customers successful by supporting them in the various listed areas below. Also, you will support the internal team on technology and other areas of functioning. You…

Status: completed Created: 2026-05-27T14:04:34.072424Z Updated: 2026-05-27T14:05:40.990520Z API 3 duration: 7171 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

Project Manager (Tech)

domain · Tech-Adjacent CASE DOMAIN

slug: project-manager-tech · id: 118 · source: db

Domain=Tech-Adjacent; The JD is centered on project delivery, customer coordination, risk management, reporting, and team leadership for technology implementations, which best matches a technical project manager role.

Matched skills

Informatica MDMSaaS MDMIDQData Integration

Matched dimensions

Technical Project ManagementCustomer Relationship ManagementRisk and Change ManagementProject Reporting and GovernanceTeam Leadership and Mentoring

Matched KRAs

Manage and coordinate the project including timelines, risksServe as the single point of contactResponsible for engagement success & delivery qualityReview requirements and documentationsProvide regular reports to communicate project statusManage a team of consultantsSupervise and mentor intermediate and junior-level team membersProvide Project Management leadership, coaching and guidance

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
As a Sr Project Manager, you will lead a team of consultants to ensure customer success through the timely and cost-effective delivery of data management solutions for our customers. The role involves working closely with Informatica customers and various internal teams, external consultants, and partners.
Our Ideal Candidate:
You’re a natural leader who strives for excellence and is known as a trusted advisor to the customer. You possess superb communication and customer-relationship skills – responsiveness, sensitivity, diplomacy – and are comfortable working both independently and collaboratively. You’re advanced problem-solving skills and technical aptitudes allow you to adapt to new circumstances and learn quickly when facing issues and challenges.
You take a primary point of contact role with clients and/or stakeholders. Applying your superior business acumen and resource management skills you meet deadlines, drive your team to meet their goals and set the example for good work procedures. In addition to the attributes mentioned, you also can:
• Adapt to customer’s and partner’s work culture and establish an excellent working relationship.
• Demonstrate project management capabilities with customers and within team.
• Lead a team to deliver successful engagements for our customers.
• Manage work plan, resource plan, priority issues and escalation.
This position requires a highly skilled and motivated individual with good Project Management background. Also, the position needs an experienced hands-on knowledge of either “Informatica technologies like Master Data Management (MDM), Data Engineering Integration (DEI), Informatica Data Quality (IDQ), SaaS MDM etc.” or “Cloud Technologies, Snowflake, Databricks, Python, Java and Data Engineering tech stack”
Key Responsibilities:
You are responsible for making our customers successful by supporting them in the various listed areas below. Also, you will support the internal team on technology and other areas of functioning. You work in association with other consultants, and team members in the effective use and deployment of Informatica products like Informatica MDM, SaaS MDM, IDQ or Data Integration.
• Manage Customer/s relationships by serving as the single point of contact. Responsible for engagement success & delivery quality.
• Manage and coordinate the project including timelines, risks, risk mitigation strategies, action items, service requests and change requests.
• Review requirements and documentations, services requests, enhancements, operational activities, technical and specifications changes.
• Provide regular reports to communicate project status both internally and externally.
• Manage a team of consultants. Supervise and mentor intermediate and junior-level team members.
• Provide Project Management leadership, coaching and guidance to consultants and customer resources.
Requirements & Qualifications
• Bachelor’s Degree in Computer Science/Engineering/Technology or MCA.
• ITIL/PMP Certification.
• 12+ years of industry experience.
• Experience in either or combination of Informatica MDM, P360 or Informatica Data Quality, Data Engineering Integration product implementations, and administration.
• Expert knowledge of Project Management methodologies and tools, and the software development and project management life cycles.
• Excellent teamwork, written and verbal communication skills.
• Skilled at resolving problems and conflicting priorities and situations
• Strong Analytical Skills.


About LumenData: We are a leading Master Data Management (MDM) consulting and product development firm with offices in Santa Clara, New York, Denver, and Bangalore. The company provides high-quality planning, implementation, integration, and maintenance services for MDM, data quality, and Fusion Middleware. LumenData also partners with Oracle on product development. LumenDatas expertise spans Financial Services, Retail, Manufacturing, Life Sciences, Telecom, Higher Education, and other industries. For more information, please visit LumenData at http://www.lumendata.com

Skills from this JD

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

Informatica Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Informatica id=117 · informatica

Aliases — catalog

  • Informatica (CANONICAL) primary

Context tags (catalog)

CDC Cloud Data Integration ELT ETL IICS PowerCenter data integration data quality data warehousing lookup transformation mapping repository session source qualifier workflow

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Data Integration Platform
Vendor
Informatica
License
proprietary
Year introduced
1993
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Informatica appears frequently in enterprise data-integration and ETL job postings, especially alongside cloud migration and MDM roles; it remains a common hiring keyword rather than a sunset technology.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
114
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • ETL and ELT Tooling Catalog dimension db id 24

    Library dimension (catalog)

    Roles linked in library: Data Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
ETL and ELT Tooling
etl-and-elt-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Informatica MDM 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
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SaaS MDM 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
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
IDQ 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
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Data Integration 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
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Informatica in_db
ETL and ELT Tooling
etl-and-elt-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Informatica MDM | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed SaaS MDM | type=Data Engineering Tools subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed IDQ | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Data Integration | type=Data Engineering Tools subtype=general nature=CONCEPT lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleSr Project Manager
CompanyLumenData
Experience12+ years of industry experience
DomainIT Services & Consulting
Location Santa Clara, United States (null)
JD type pass

Certifications

ITIL PMP Certification
Show raw JSON
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  "about_company": {
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      "first_5_words": "We are a leading Master",
      "last_5_words": "and other industries."
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    "text": "We are a leading Master Data Management (MDM) consulting and product development firm with offices in Santa Clara, New York, Denver, and Bangalore. The company provides high-quality planning, implementation, integration, and maintenance services for MDM, data quality, and Fusion Middleware. LumenData also partners with Oracle on product development. LumenDatas expertise spans Financial Services, Retail, Manufacturing, Life Sciences, Telecom, Higher Education, and other industries.",
    "word_count": 64
  },
  "archetype_override_applied": true,
  "archetype_override_reason": "tech-adjacent title + tech-context body",
  "certifications": [
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  "ctc": null,
  "domain": {
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      "domain": "IT Services \u0026 Consulting"
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    "secondary": null
  },
  "education": [
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      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science/Engineering/Technology",
      "raw": "Bachelor\u2019s Degree in Computer Science/Engineering/Technology or MCA.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 12,
    "raw": "12+ years of industry experience"
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  "job_locations": [
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      "work_mode": "null"
    },
    {
      "aliases": [],
      "city": "New York",
      "country": "United States",
      "state": "New York",
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    },
    {
      "aliases": [],
      "city": "Denver",
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      "state": "Colorado",
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    },
    {
      "aliases": [
        "Bengaluru"
      ],
      "city": "Bangalore",
      "country": "India",
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    }
  ],
  "role": "Sr Project Manager",
  "role_aliases": [
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "You are responsible for making",
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      },
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      "word_count": 198
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "http://www.lumendata.com"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Informatica"
    },
    {
      "is_primary": true,
      "skill_name": "Informatica MDM"
    },
    {
      "is_primary": true,
      "skill_name": "SaaS MDM"
    },
    {
      "is_primary": true,
      "skill_name": "IDQ"
    },
    {
      "is_primary": true,
      "skill_name": "Data Integration"
    }
  ],
  "jd_role": {
    "display_name": "Sr Project Manager",
    "rationale": null,
    "role_aliases": [
      "Project Manager",
      "Senior Project Manager",
      "PM"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "We are a leading Master",
        "last_5_words": "and other industries."
      },
      "text": "We are a leading Master Data Management (MDM) consulting and product development firm with offices in Santa Clara, New York, Denver, and Bangalore. The company provides high-quality planning, implementation, integration, and maintenance services for MDM, data quality, and Fusion Middleware. LumenData also partners with Oracle on product development. LumenDatas expertise spans Financial Services, Retail, Manufacturing, Life Sciences, Telecom, Higher Education, and other industries.",
      "word_count": 64
    },
    "archetype_override_applied": true,
    "archetype_override_reason": "tech-adjacent title + tech-context body",
    "certifications": [
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    ],
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    "ctc": null,
    "domain": {
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        "domain": "IT Services \u0026 Consulting"
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      "secondary": null
    },
    "education": [
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        "qualification": "BTECH/BE/BSC - Computer Science/Engineering/Technology",
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        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 12,
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    },
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        "aliases": [],
        "city": "New York",
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        "state": "New York",
        "work_mode": "null"
      },
      {
        "aliases": [],
        "city": "Denver",
        "country": "United States",
        "state": "Colorado",
        "work_mode": "null"
      },
      {
        "aliases": [
          "Bengaluru"
        ],
        "city": "Bangalore",
        "country": "India",
        "state": "Karnataka",
        "work_mode": "null"
      }
    ],
    "role": "Sr Project Manager",
    "role_aliases": [
      "Project Manager",
      "Senior Project Manager",
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    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "You are responsible for making",
          "last_5_words": "coaching and guidance to consultants"
        },
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        "word_count": 198
      }
    ],
    "urls": [
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        "type": "website",
        "url": "http://www.lumendata.com"
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  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "5cef72dd-71ef-4e60-973a-b9d643c2be32",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
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        "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.",
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            "similarity": 0.548
          },
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            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
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            "similarity": 0.5343
          },
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            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Responsible for engagement success \u0026 delivery quality.",
            "similarity": 0.47
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5174,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
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            "kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
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          {
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            "sentence": "Review requirements and documentations, services requests, enhancements, operational activities, technical and specifications changes.",
            "similarity": 0.4723
          },
          {
            "kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
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          }
        ],
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      {
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            "sentence": "Responsible for engagement success \u0026 delivery quality.",
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          },
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            "similarity": 0.4279
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        "score": 0.4598,
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      {
        "display_name": "Cyber Security Engineer",
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            "sentence": "Review requirements and documentations, services requests, enhancements, operational activities, technical and specifications changes.",
            "similarity": 0.4968
          },
          {
            "kra_text": "Designs and implements security controls including SIEM integration, endpoint detection and response, identity management, and firewall rule management.",
            "sentence": "You work in association with other consultants, and team members in the effective use and deployment of Informatica products like Informatica MDM, SaaS MDM, IDQ or Data Integration.",
            "similarity": 0.4421
          },
          {
            "kra_text": "Leads security incident response investigations including forensic analysis, malware triage, containment actions, and post-incident remediation coordination.",
            "sentence": "Manage and coordinate the project including timelines, risks, risk mitigation strategies, action items, service requests and change requests.",
            "similarity": 0.4319
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.4569,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "MLOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
            "sentence": "Review requirements and documentations, services requests, enhancements, operational activities, technical and specifications changes.",
            "similarity": 0.4854
          },
          {
            "kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
            "sentence": "Responsible for engagement success \u0026 delivery quality.",
            "similarity": 0.4166
          },
          {
            "kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
            "sentence": "Manage and coordinate the project including timelines, risks, risk mitigation strategies, action items, service requests and change requests.",
            "similarity": 0.3945
          }
        ],
        "matched_count": null,
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        "role_id": 16,
        "score": 0.4322,
        "slug": "ml-ops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Data Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Informatica"
        ],
        "role_id": 2,
        "score": 0.2,
        "slug": "data-engineer",
        "total_count": 5
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Project Manager (Tech)",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 118,
      "score": 0.99,
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      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Technical Project Management",
      "Customer Relationship Management",
      "Risk and Change Management",
      "Project Reporting and Governance",
      "Team Leadership and Mentoring"
    ],
    "matched_kras": [
      "Manage and coordinate the project including timelines, risks",
      "Serve as the single point of contact",
      "Responsible for engagement success \u0026 delivery quality",
      "Review requirements and documentations",
      "Provide regular reports to communicate project status",
      "Manage a team of consultants",
      "Supervise and mentor intermediate and junior-level team members",
      "Provide Project Management leadership, coaching and guidance"
    ],
    "matched_skills": [
      "Informatica MDM",
      "SaaS MDM",
      "IDQ",
      "Data Integration"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Tech-Adjacent; The JD is centered on project delivery, customer coordination, risk management, reporting, and team leadership for technology implementations, which best matches a technical project manager role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 344,
      "r_and_r_preview": "You are responsible for making our customers successful by supporting them in the various listed areas below. Also, you will support the internal team on technology and other areas of functioning. You",
      "role_display_name": "Project Manager (Tech)",
      "role_slug": "project-manager-tech",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 6734,
        "role_display_name": "Project Manager (Tech)",
        "role_slug": "project-manager-tech",
        "skill_name": "Informatica MDM",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6735,
        "role_display_name": "Project Manager (Tech)",
        "role_slug": "project-manager-tech",
        "skill_name": "SaaS MDM",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6736,
        "role_display_name": "Project Manager (Tech)",
        "role_slug": "project-manager-tech",
        "skill_name": "IDQ",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6737,
        "role_display_name": "Project Manager (Tech)",
        "role_slug": "project-manager-tech",
        "skill_name": "Data Integration",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "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": "Project Manager (Tech)",
    "id": 118,
    "rationale": "Domain=Tech-Adjacent; The JD is centered on project delivery, customer coordination, risk management, reporting, and team leadership for technology implementations, which best matches a technical project manager role.",
    "role_archetype": null,
    "slug": "project-manager-tech",
    "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",
    "Informatica MDM",
    "SaaS MDM",
    "IDQ",
    "Data Integration"
  ],
  "input_llm_skills": [
    "Informatica",
    "Informatica MDM",
    "SaaS MDM",
    "IDQ",
    "Data Integration"
  ],
  "new_aliases_persisted": 0,
  "run_id": "5cef72dd-71ef-4e60-973a-b9d643c2be32",
  "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": "Informatica MDM",
      "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": "informatica-mdm",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "SaaS MDM",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Engineering Tools",
          "skill_nature": "PLATFORM",
          "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": "saas-mdm",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "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": "Data Integration",
      "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": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "data-integration",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Informatica MDM",
    "SaaS MDM",
    "IDQ",
    "Data Integration"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Project Manager (Tech)",
    "id": 118,
    "rationale": "Domain=Tech-Adjacent; The JD is centered on project delivery, customer coordination, risk management, reporting, and team leadership for technology implementations, which best matches a technical project manager role.",
    "role_archetype": null,
    "slug": "project-manager-tech",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Informatica",
      "tag": "in_db"
    },
    {
      "skill": "Informatica MDM",
      "tag": "new"
    },
    {
      "skill": "SaaS MDM",
      "tag": "new"
    },
    {
      "skill": "IDQ",
      "tag": "new"
    },
    {
      "skill": "Data Integration",
      "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": 118,
        "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": "5cef72dd-71ef-4e60-973a-b9d643c2be32"
}

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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