Pipeline run
5cef72dd-71ef-4e60-973a-b9d643c2be32
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
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…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Project Manager (Tech)
domain · Tech-Adjacent CASE DOMAINslug: 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
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
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.
Aliases — catalog
- Informatica (CANONICAL) primary
Context tags (catalog)
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Data Engineering Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Data Engineering Tools
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Data Engineering Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- 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
Certifications
Show raw JSON
{
"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": [
"ITIL",
"PMP Certification"
],
"company_name": "LumenData",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"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"
},
"job_locations": [
{
"aliases": [],
"city": "Santa Clara",
"country": "United States",
"state": "California",
"work_mode": "null"
},
{
"aliases": [],
"city": "New York",
"country": "United States",
"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",
"PM"
],
"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"
},
"text": "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.\n\u2022 Manage Customer/s relationships by serving as the single point of contact. Responsible for engagement success \u0026 delivery quality.\n\u2022 Manage and coordinate the project including timelines, risks, risk mitigation strategies, action items, service requests and change requests.\n\u2022 Review requirements and documentations, services requests, enhancements, operational activities, technical and specifications changes.\n\u2022 Provide regular reports to communicate project status both internally and externally.\n\u2022 Manage a team of consultants. Supervise and mentor intermediate and junior-level team members.\n\u2022 Provide Project Management leadership, coaching and guidance to consultants and customer resources.",
"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": [
"ITIL",
"PMP Certification"
],
"company_name": "LumenData",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"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"
},
"job_locations": [
{
"aliases": [],
"city": "Santa Clara",
"country": "United States",
"state": "California",
"work_mode": "null"
},
{
"aliases": [],
"city": "New York",
"country": "United States",
"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",
"PM"
],
"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"
},
"text": "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.\n\u2022 Manage Customer/s relationships by serving as the single point of contact. Responsible for engagement success \u0026 delivery quality.\n\u2022 Manage and coordinate the project including timelines, risks, risk mitigation strategies, action items, service requests and change requests.\n\u2022 Review requirements and documentations, services requests, enhancements, operational activities, technical and specifications changes.\n\u2022 Provide regular reports to communicate project status both internally and externally.\n\u2022 Manage a team of consultants. Supervise and mentor intermediate and junior-level team members.\n\u2022 Provide Project Management leadership, coaching and guidance to consultants and customer resources.",
"word_count": 198
}
],
"urls": [
{
"type": "website",
"url": "http://www.lumendata.com"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "5cef72dd-71ef-4e60-973a-b9d643c2be32",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"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": "Review requirements and documentations, services requests, enhancements, operational activities, technical and specifications changes.",
"similarity": 0.548
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Provide Project Management leadership, coaching and guidance to consultants and customer resources.",
"similarity": 0.5343
},
{
"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": [
{
"kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
"sentence": "Manage and coordinate the project including timelines, risks, risk mitigation strategies, action items, service requests and change requests.",
"similarity": 0.5119
},
{
"kra_text": "Manages release management processes including environment promotion gates, deployment approval workflows, change management records, and rollback procedures.",
"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.",
"sentence": "Responsible for engagement success \u0026 delivery quality.",
"similarity": 0.4423
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4755,
"slug": "devops-engineer",
"total_count": null
},
{
"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": "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": 0.5201
},
{
"kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
"sentence": "Responsible for engagement success \u0026 delivery quality.",
"similarity": 0.4314
},
{
"kra_text": "Maintains data catalog entries, column-level data lineage, and technical documentation to support data discoverability and governance across the organization.",
"sentence": "Review requirements and documentations, services requests, enhancements, operational activities, technical and specifications changes.",
"similarity": 0.4279
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 2,
"score": 0.4598,
"slug": "data-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": "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,
"matched_skills": null,
"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,
"slug": "project-manager-tech",
"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.