Pipeline run
4b79b0ca-90ac-40af-b75a-cd722c07ac16
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 Bslug: data-engineer · id: 2 · source: db
KRA-led classification on data-engineer (skill weak, KRA 0.53)
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Description: Summary: Assists in the setting of direction for ***s use of best practices and application database solutions. Works with application teams to implement sound RDMS data solutions that follow industry best practices and methods. Major Accountabilities Requires little supervision while identifying task associated with responsibilities. Follows and assists in creating all departmental policies and best practices. Provides leadership by displaying mentoring abilities. and project leadership. Properly identifies tasks available for delegation and provides follow-up. Education Bachelors Degree in Information Systems or equivalent experience Knowledge / Experience Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience) Demonstrates a broad understanding of Data Architectures role in supporting business processes. Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies. Skills/ Abilities Ability to use strong writing and verbal communication skills to represent DAs position in support of sound Database structures, data governance and other Corporate strategies. Ability to Multitask. Team player ability to collaborate with others in support of responsibilities and *** best practices. Skills necessary to consistently search for improved methods to provide customer service. Work Conditions Rotational pager for Production Support.
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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- 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
- Databases
- 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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Data Architecture | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Database | type=Databases subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Data Governance | type=Concepts subtype=general nature=CONCEPT 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": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Information Systems",
"raw": "Bachelors Degree in Information Systems or equivalent experience",
"requirement": "required"
}
],
"experience": {
"max": 5,
"min": 3,
"raw": "3 to 5 years related experience"
},
"job_locations": [],
"role": "Data Architect",
"role_aliases": [
"Database Architect",
"Data Engineer",
"Data Solutions Architect"
],
"role_archetype": "Data",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Major Accountabilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Requires little supervision while identifying",
"last_5_words": "and provides follow-up."
},
"text": "Requires little supervision while identifying task associated with responsibilities.\nFollows and assists in creating all departmental policies and best practices.\nProvides leadership by displaying mentoring abilities. and project leadership.\nProperly identifies tasks available for delegation and provides follow-up.",
"word_count": 49
},
{
"bullet_count": 3,
"heading": "Knowledge / Experience",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Demonstrates a broad understanding of",
"last_5_words": "designs, and implementation strategies."
},
"text": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)\nDemonstrates a broad understanding of Data Architectures role in supporting business processes.\nDemonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
"word_count": 54
},
{
"bullet_count": 4,
"heading": "Skills/ Abilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Ability to use strong writing",
"last_5_words": "provide customer service."
},
"text": "Ability to use strong writing and verbal communication skills to represent DAs position in support of sound Database structures, data governance and other Corporate strategies.\nAbility to Multitask.\nTeam player ability to collaborate with others in support of responsibilities and *** best practices.\nSkills necessary to consistently search for improved methods to provide customer service.",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Data Architecture"
},
{
"is_primary": true,
"skill_name": "Database"
},
{
"is_primary": true,
"skill_name": "Data Governance"
}
],
"jd_role": {
"display_name": "Data Architect",
"rationale": null,
"role_aliases": [
"Database Architect",
"Data Engineer",
"Data Solutions Architect"
],
"role_archetype": "Data",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Information Systems",
"raw": "Bachelors Degree in Information Systems or equivalent experience",
"requirement": "required"
}
],
"experience": {
"max": 5,
"min": 3,
"raw": "3 to 5 years related experience"
},
"job_locations": [],
"role": "Data Architect",
"role_aliases": [
"Database Architect",
"Data Engineer",
"Data Solutions Architect"
],
"role_archetype": "Data",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Major Accountabilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Requires little supervision while identifying",
"last_5_words": "and provides follow-up."
},
"text": "Requires little supervision while identifying task associated with responsibilities.\nFollows and assists in creating all departmental policies and best practices.\nProvides leadership by displaying mentoring abilities. and project leadership.\nProperly identifies tasks available for delegation and provides follow-up.",
"word_count": 49
},
{
"bullet_count": 3,
"heading": "Knowledge / Experience",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Demonstrates a broad understanding of",
"last_5_words": "designs, and implementation strategies."
},
"text": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)\nDemonstrates a broad understanding of Data Architectures role in supporting business processes.\nDemonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
"word_count": 54
},
{
"bullet_count": 4,
"heading": "Skills/ Abilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Ability to use strong writing",
"last_5_words": "provide customer service."
},
"text": "Ability to use strong writing and verbal communication skills to represent DAs position in support of sound Database structures, data governance and other Corporate strategies.\nAbility to Multitask.\nTeam player ability to collaborate with others in support of responsibilities and *** best practices.\nSkills necessary to consistently search for improved methods to provide customer service.",
"word_count": 56
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "4b79b0ca-90ac-40af-b75a-cd722c07ac16",
"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
},
{
"display_name": "Data Modeler",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 150,
"score": 1.0,
"slug": "data-modeler",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": [
{
"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": "Demonstrates a broad understanding of Data Architectures role in supporting business processes.",
"similarity": 0.5712
},
{
"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": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)",
"similarity": 0.567
},
{
"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": "Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
"similarity": 0.4634
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 2,
"score": 0.5339,
"slug": "data-engineer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
"similarity": 0.5201
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Demonstrates a broad understanding of Data Architectures role in supporting business processes.",
"similarity": 0.5002
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)",
"similarity": 0.466
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4954,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Follows and assists in creating all departmental policies and best practices.",
"similarity": 0.4837
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Team player ability to collaborate with others in support of responsibilities and *** best practices.",
"similarity": 0.4823
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
"similarity": 0.4554
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4738,
"slug": "devops-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": "Follows and assists in creating all departmental policies and best practices.",
"similarity": 0.4614
},
{
"kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
"sentence": "Demonstrates a strong ability to participate in Cross functional teams for estimating, application designs, and implementation strategies.",
"similarity": 0.4542
},
{
"kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
"sentence": "Demonstrates a broad understanding of Data Architectures role in supporting business processes.",
"similarity": 0.4094
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.4417,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "service contract collaboration",
"sentence": "Team player ability to collaborate with others in support of responsibilities and *** best practices.",
"similarity": 0.468
},
{
"kra_text": "persistence and data modeling",
"sentence": "Demonstrates a broad understanding of tools, utilities, and knowledge within Data Architecture (3 to 5 years related experience)",
"similarity": 0.428
},
{
"kra_text": "persistence and data modeling",
"sentence": "Demonstrates a broad understanding of Data Architectures role in supporting business processes.",
"similarity": 0.4071
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.4344,
"slug": "java-backend-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "B",
"chosen_role": {
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 2,
"score": 0.5339,
"slug": "data-engineer",
"total_count": null
},
"confidence": 0.5339,
"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": "KRA-led classification on data-engineer (skill weak, KRA 0.53)",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 220,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 11111,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Data Architecture",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 11112,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Database",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 11113,
"role_display_name": "Data Engineer",
"role_slug": "data-engineer",
"skill_name": "Data Governance",
"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": "KRA-led classification on data-engineer (skill weak, KRA 0.53)",
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
"dimensions": [],
"input_final_skills": [
"Data Architecture",
"Database",
"Data Governance"
],
"input_llm_skills": [
"Data Architecture",
"Database",
"Data Governance"
],
"new_aliases_persisted": 0,
"run_id": "4b79b0ca-90ac-40af-b75a-cd722c07ac16",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Data Architecture",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "data-architecture",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Database",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Databases",
"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": "database",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Data Governance",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "data-governance",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Data Architecture",
"Database",
"Data Governance"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Data Engineer",
"id": 2,
"rationale": "KRA-led classification on data-engineer (skill weak, KRA 0.53)",
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Data Architecture",
"tag": "new"
},
{
"skill": "Database",
"tag": "new"
},
{
"skill": "Data Governance",
"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": "4b79b0ca-90ac-40af-b75a-cd722c07ac16"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.