Pipeline run
b68ff2c2-2d4f-47eb-8ac9-f0754a1a01e4
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
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Data Engineer
CASE Aslug: data-engineer · id: 2 · source: db
Exact alias hit on data-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
AIA Job Summary We are seeking a Sr. Developer with 8 to 10 years of experience to join our team. The ideal candidate will have expertise in Infa Cloud Data Gov & Catalog Infa Cloud Metadata Cmd Center Infa Cloud Data Marketplace Informatica AXON Data Govern and Informatica EDC. This role is hybrid with no travel required and operates during the day shift. The candidate will play a crucial role in enhancing our data governance and cataloging capabilities contributing to the companys mission of deliverin Responsibilities • Develop and implement data governance solutions using Infa Cloud Data Gov & Catalog to enhance data quality and compliance. • Oversee the integration of Infa Cloud Metadata Cmd Center to streamline metadata management processes. • Provide expertise in Infa Cloud Data Marketplace to facilitate efficient data sharing and collaboration across teams. • Utilize Informatica AXON Data Govern to establish robust data governance frameworks and policies. • Implement Informatica EDC to ensure comprehensive data discovery and lineage tracking. • Collaborate with cross-functional teams to align data governance initiatives with business objectives. • Analyze and resolve complex data governance issues to maintain data integrity and accuracy. • Design and execute data governance strategies that support the organizations data-driven goals. • Monitor and report on data governance metrics to ensure continuous improvement. • Train and mentor junior developers on best practices in data governance and cataloging. • Stay updated with the latest trends and technologies in data governance to drive innovation. • Contribute to the development of data governance documentation and guidelines. • Support the hybrid work model by effectively managing tasks both remotely and on-site. Qualifications • Possess strong expertise in Infa Cloud Data Gov & Catalog and related technologies. • Demonstrate proficiency in Infa Cloud Metadata Cmd Center and its applications. • Have experience with Infa Cloud Data Marketplace for data sharing solutions. • Be skilled in using Informatica AXON Data Govern for governance frameworks. • Show capability in implementing Informatica EDC for data discovery. • Exhibit excellent problem-solving skills in data governance contexts.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
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
- 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
- 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
- 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
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Informatica Cloud Data Governance and Catalog | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Informatica Cloud Metadata Command Center | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Informatica Cloud Data Marketplace | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Informatica Axon Data Governance | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Informatica Enterprise Data Catalog | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "AIA",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 10,
"min": 8,
"raw": "8 to 10 years of experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "hybrid"
}
],
"role": "Sr. Developer",
"role_aliases": [
"Senior Developer",
"Software Engineer",
"Data Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 13,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop and implement data",
"last_5_words": "both remotely and on-site."
},
"text": "\u2022 Develop and implement data governance solutions using Infa Cloud Data Gov \u0026 Catalog to enhance data quality and compliance.\n\u2022 Oversee the integration of Infa Cloud Metadata Cmd Center to streamline metadata management processes.\n\u2022 Provide expertise in Infa Cloud Data Marketplace to facilitate efficient data sharing and collaboration across teams.\n\u2022 Utilize Informatica AXON Data Govern to establish robust data governance frameworks and policies.\n\u2022 Implement Informatica EDC to ensure comprehensive data discovery and lineage tracking.\n\u2022 Collaborate with cross-functional teams to align data governance initiatives with business objectives.\n\u2022 Analyze and resolve complex data governance issues to maintain data integrity and accuracy.\n\u2022 Design and execute data governance strategies that support the organizations data-driven goals.\n\u2022 Monitor and report on data governance metrics to ensure continuous improvement.\n\u2022 Train and mentor junior developers on best practices in data governance and cataloging.\n\u2022 Stay updated with the latest trends and technologies in data governance to drive innovation.\n\u2022 Contribute to the development of data governance documentation and guidelines.\n\u2022 Support the hybrid work model by effectively managing tasks both remotely and on-site.",
"word_count": 196
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Informatica Cloud Data Governance and Catalog"
},
{
"is_primary": true,
"skill_name": "Informatica Cloud Metadata Command Center"
},
{
"is_primary": true,
"skill_name": "Informatica Cloud Data Marketplace"
},
{
"is_primary": true,
"skill_name": "Informatica Axon Data Governance"
},
{
"is_primary": true,
"skill_name": "Informatica Enterprise Data Catalog"
}
],
"jd_role": {
"display_name": "Sr. Developer",
"rationale": null,
"role_aliases": [
"Senior Developer",
"Software Engineer",
"Data Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "AIA",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
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},
"secondary": null
},
"education": [],
"experience": {
"max": 10,
"min": 8,
"raw": "8 to 10 years of experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "hybrid"
}
],
"role": "Sr. Developer",
"role_aliases": [
"Senior Developer",
"Software Engineer",
"Data Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 13,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop and implement data",
"last_5_words": "both remotely and on-site."
},
"text": "\u2022 Develop and implement data governance solutions using Infa Cloud Data Gov \u0026 Catalog to enhance data quality and compliance.\n\u2022 Oversee the integration of Infa Cloud Metadata Cmd Center to streamline metadata management processes.\n\u2022 Provide expertise in Infa Cloud Data Marketplace to facilitate efficient data sharing and collaboration across teams.\n\u2022 Utilize Informatica AXON Data Govern to establish robust data governance frameworks and policies.\n\u2022 Implement Informatica EDC to ensure comprehensive data discovery and lineage tracking.\n\u2022 Collaborate with cross-functional teams to align data governance initiatives with business objectives.\n\u2022 Analyze and resolve complex data governance issues to maintain data integrity and accuracy.\n\u2022 Design and execute data governance strategies that support the organizations data-driven goals.\n\u2022 Monitor and report on data governance metrics to ensure continuous improvement.\n\u2022 Train and mentor junior developers on best practices in data governance and cataloging.\n\u2022 Stay updated with the latest trends and technologies in data governance to drive innovation.\n\u2022 Contribute to the development of data governance documentation and guidelines.\n\u2022 Support the hybrid work model by effectively managing tasks both remotely and on-site.",
"word_count": 196
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "b68ff2c2-2d4f-47eb-8ac9-f0754a1a01e4",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 2,
"score": 1.0,
"slug": "data-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": [
{
"kra_text": "Maintains data catalog entries, column-level data lineage, and technical documentation to support data discoverability and governance across the organization.",
"sentence": "Analyze and resolve complex data governance issues to maintain data integrity and accuracy.",
"similarity": 0.6281
},
{
"kra_text": "Maintains data catalog entries, column-level data lineage, and technical documentation to support data discoverability and governance across the organization.",
"sentence": "Contribute to the development of data governance documentation and guidelines.",
"similarity": 0.6081
},
{
"kra_text": "Designs dimensional models, star schemas, data vault structures, and curated data mart tables to support BI tools and self-service analytics consumption.",
"sentence": "Design and execute data governance strategies that support the organizations data-driven goals.",
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}
],
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"role_id": 2,
"score": 0.6128,
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"total_count": null
},
{
"display_name": "AI Compliance Officer",
"kra_matches": [
{
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"sentence": "Monitor and report on data governance metrics to ensure continuous improvement.",
"similarity": 0.5153
},
{
"kra_text": "Defines AI governance frameworks including fairness standards, transparency obligations, explainability requirements, and human oversight accountability structures.",
"sentence": "Utilize Informatica AXON Data Govern to establish robust data governance frameworks and policies.",
"similarity": 0.5085
},
{
"kra_text": "Defines AI governance frameworks including fairness standards, transparency obligations, explainability requirements, and human oversight accountability structures.",
"sentence": "Contribute to the development of data governance documentation and guidelines.",
"similarity": 0.4712
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 12,
"score": 0.4983,
"slug": "ai-compliance-officer",
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},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
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"sentence": "Monitor and report on data governance metrics to ensure continuous improvement.",
"similarity": 0.51
},
{
"kra_text": "Establishes cloud governance guardrails including budget alerts, resource quotas, policy-as-code enforcement, and compliance posture management.",
"sentence": "Develop and implement data governance solutions using Infa Cloud Data Gov \u0026 Catalog to enhance data quality and compliance.",
"similarity": 0.4806
},
{
"kra_text": "Establishes cloud governance guardrails including budget alerts, resource quotas, policy-as-code enforcement, and compliance posture management.",
"sentence": "Utilize Informatica AXON Data Govern to establish robust data governance frameworks and policies.",
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}
],
"matched_count": null,
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"role_id": 9,
"score": 0.4846,
"slug": "cloud-architect",
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},
{
"display_name": "Cloud Security Engineer",
"kra_matches": [
{
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"sentence": "Develop and implement data governance solutions using Infa Cloud Data Gov \u0026 Catalog to enhance data quality and compliance.",
"similarity": 0.4869
},
{
"kra_text": "Configures cloud data protection including column-level encryption, DLP scanning policies, and data classification labels for regulated data.",
"sentence": "Design and execute data governance strategies that support the organizations data-driven goals.",
"similarity": 0.4761
},
{
"kra_text": "Configures cloud data protection including column-level encryption, DLP scanning policies, and data classification labels for regulated data.",
"sentence": "Utilize Informatica AXON Data Govern to establish robust data governance frameworks and policies.",
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}
],
"matched_count": null,
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"role_id": 23,
"score": 0.4745,
"slug": "cloud-security-engineer",
"total_count": null
},
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "monitor risks and dependencies",
"sentence": "Monitor and report on data governance metrics to ensure continuous improvement.",
"similarity": 0.4913
},
{
"kra_text": "support hiring and onboarding",
"sentence": "Support the hybrid work model by effectively managing tasks both remotely and on-site.",
"similarity": 0.4809
},
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "Provide expertise in Infa Cloud Data Marketplace to facilitate efficient data sharing and collaboration across teams.",
"similarity": 0.4473
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4731,
"slug": "engineering-manager",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
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"matched_count": null,
"matched_skills": null,
"role_id": 2,
"score": 1.0,
"slug": "data-engineer",
"total_count": null
},
"confidence": 1.0,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Exact alias hit on data-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 514,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 23939,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Informatica Cloud Data Governance and Catalog",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 23941,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Informatica Cloud Metadata Command Center",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 23942,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Informatica Cloud Data Marketplace",
"status": "pending"
},
{
"is_primary": true,
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"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Informatica Axon Data Governance",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 23944,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Informatica Enterprise Data Catalog",
"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 Engineer",
"id": 2,
"rationale": "Exact alias hit on data-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"Informatica Cloud Data Governance and Catalog",
"Informatica Cloud Metadata Command Center",
"Informatica Cloud Data Marketplace",
"Informatica Axon Data Governance",
"Informatica Enterprise Data Catalog"
],
"input_llm_skills": [
"Informatica Cloud Data Governance and Catalog",
"Informatica Cloud Metadata Command Center",
"Informatica Cloud Data Marketplace",
"Informatica Axon Data Governance",
"Informatica Enterprise Data Catalog"
],
"new_aliases_persisted": 0,
"run_id": "b68ff2c2-2d4f-47eb-8ac9-f0754a1a01e4",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Informatica Cloud Data Governance and Catalog",
"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-cloud-data-governance-and-catalog",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
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"canonical": null,
"dimensions": [],
"input_skill": "Informatica Cloud Metadata Command Center",
"matched_via": null,
"new_alias_persisted": false,
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"new_skill_meta": {
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},
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},
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},
{
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"dimensions": [],
"input_skill": "Informatica Cloud Data Marketplace",
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"new_skill_meta": {
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"category": "Data Engineering Tools",
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"typical_lifespan": "MULTI_YEAR",
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},
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},
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},
{
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"dimensions": [],
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"new_skill_meta": {
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},
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"placed": null,
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"skill_id": "informatica-axon-data-governance",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Informatica Enterprise Data Catalog",
"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",
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},
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"placed": null,
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"skill_id": "informatica-enterprise-data-catalog",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Informatica Cloud Data Governance and Catalog",
"Informatica Cloud Metadata Command Center",
"Informatica Cloud Data Marketplace",
"Informatica Axon Data Governance",
"Informatica Enterprise Data Catalog"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Data Engineer",
"id": 2,
"rationale": "Exact alias hit on data-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Informatica Cloud Data Governance and Catalog",
"tag": "new"
},
{
"skill": "Informatica Cloud Metadata Command Center",
"tag": "new"
},
{
"skill": "Informatica Cloud Data Marketplace",
"tag": "new"
},
{
"skill": "Informatica Axon Data Governance",
"tag": "new"
},
{
"skill": "Informatica Enterprise Data Catalog",
"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": "b68ff2c2-2d4f-47eb-8ac9-f0754a1a01e4"
}