Pipeline run
4671181c-9e9f-40b0-b973-984bf3dcb005
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Frontend Developer
CASE Aslug: frontend-engineer · id: 7 · source: db
Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Position:- ASP.Net Developer Experience required: 2+years Industry: IT-Software / Software Services Company Profile:- Sterco Digitex is a Digital Media Company specializing in high-end services in the spectrum of Web, New Media, and E-Learning. The company is reckoned as one of the most trusted information technology companies, owing to its proven command over the medium and in-depth understanding of digital media technology. We have a successful track record of over 22+ years in serving our clients with innovative and specialized IT solutions. In E-learning, we have been developing Smart Content for the K-12 and Corporate segments for over 15 years. With an in-depth understanding of the requirements, the context and the audience, we develop learning solutions that ensure constructive results. You can visit-: www.stercodigitex.com Roles & Responsibilities:- • Creating top-quality applications. • Collaborating with front-end developers. • Ensuring that junior staff delivers according to standards. • Improving functionality. • Using the most updated and appropriate technologies. • Designing and building application layers. Requirements:- • Must have experience in ERP (Web Based). • Must have a minimum of 2 years related software development experience. • Minimum 2 years direct experience with Microsoft .NET and SQL Server technology. • Technically sound with strong analytical and logical reasoning skills. • Working within the Professional Services team, specifically on the customization of Commercial web-based software products and integration with third party ERP/CRM applications.
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
- Web Frameworks
- 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
- Frameworks
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- SQL Server (CANONICAL) primary
- SQL Server 2000 (VERSION)
- SQL Server 2005 (VERSION)
- SQL Server 2008 (VERSION)
- SQL Server 2012 (VERSION)
- SQL Server 2014 (VERSION)
- SQL Server 2016 (VERSION)
- SQL Server 2017 (VERSION)
- SQL Server 2019 (VERSION)
- SQL Server 2022 (VERSION)
- SQL Server 6.5 (VERSION)
- SQL Server 7.0 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Datastore
- Sub-category
- Relational Database
- Vendor
- Microsoft
- License
- proprietary
- Year introduced
- 1989
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SQL Server appears in many enterprise job descriptions and remains a major Microsoft-supported RDBMS with active Azure SQL/SQL Server demand; it is a common hiring-pipeline staple, not a sunset technology.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 3
- Sub-category id
- 29
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Relational Database Design Catalog dimension db id 4
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Relational Database Design
relational-database-design
|
✓ | — | 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
- Business Applications
- 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
- Business Applications
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- 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 |
|---|---|---|---|---|---|---|
| SQL Server | in_db |
Relational Database Design
relational-database-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | ASP.NET | type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Microsoft .NET | type=Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | ERP | type=Business Applications subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | CRM | type=Business Applications 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": {
"source_marker": {
"first_5_words": "Sterco Digitex is a Digital",
"last_5_words": "that ensure constructive results."
},
"text": "Sterco Digitex is a Digital Media Company specializing in high-end services in the spectrum of Web, New Media, and E-Learning. The company is reckoned as one of the most trusted information technology companies, owing to its proven command over the medium and in-depth understanding of digital media technology. We have a successful track record of over 22+ years in serving our clients with innovative and specialized IT solutions. In E-learning, we have been developing Smart Content for the K-12 and Corporate segments for over 15 years. With an in-depth understanding of the requirements, the context and the audience, we develop learning solutions that ensure constructive results.",
"word_count": 100
},
"certifications": [],
"company_name": "Sterco Digitex",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Software Services",
"IT-Software"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 2,
"raw": "2+years"
},
"job_locations": [],
"role": "ASP.Net Developer",
"role_aliases": [
"ASP.NET Developer",
"Software Developer",
"Web Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Creating top-quality applications.",
"last_5_words": "and building application layers."
},
"text": "\u2022 Creating top-quality applications.\n\u2022 Collaborating with front-end developers.\n\u2022 Ensuring that junior staff delivers according to standards.\n\u2022 Improving functionality.\n\u2022 Using the most updated and appropriate technologies.\n\u2022 Designing and building application layers.",
"word_count": 36
},
{
"bullet_count": 5,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Must have experience in",
"last_5_words": "third party ERP/CRM applications."
},
"text": "\u2022 Must have experience in ERP (Web Based).\n\u2022 Must have a minimum of 2 years related software development experience.\n\u2022 Minimum 2 years direct experience with Microsoft .NET and SQL Server technology.\n\u2022 Technically sound with strong analytical and logical reasoning skills.\n\u2022 Working within the Professional Services team, specifically on the customization of Commercial web-based software products and integration with third party ERP/CRM applications.",
"word_count": 54
}
],
"urls": [
{
"type": "website",
"url": "www.stercodigitex.com"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "ASP.NET"
},
{
"is_primary": true,
"skill_name": "Microsoft .NET"
},
{
"is_primary": true,
"skill_name": "SQL Server"
},
{
"is_primary": true,
"skill_name": "ERP"
},
{
"is_primary": true,
"skill_name": "CRM"
}
],
"jd_role": {
"display_name": "ASP.Net Developer",
"rationale": null,
"role_aliases": [
"ASP.NET Developer",
"Software Developer",
"Web Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Sterco Digitex is a Digital",
"last_5_words": "that ensure constructive results."
},
"text": "Sterco Digitex is a Digital Media Company specializing in high-end services in the spectrum of Web, New Media, and E-Learning. The company is reckoned as one of the most trusted information technology companies, owing to its proven command over the medium and in-depth understanding of digital media technology. We have a successful track record of over 22+ years in serving our clients with innovative and specialized IT solutions. In E-learning, we have been developing Smart Content for the K-12 and Corporate segments for over 15 years. With an in-depth understanding of the requirements, the context and the audience, we develop learning solutions that ensure constructive results.",
"word_count": 100
},
"certifications": [],
"company_name": "Sterco Digitex",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Software Services",
"IT-Software"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": null,
"min": 2,
"raw": "2+years"
},
"job_locations": [],
"role": "ASP.Net Developer",
"role_aliases": [
"ASP.NET Developer",
"Software Developer",
"Web Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Roles \u0026 Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Creating top-quality applications.",
"last_5_words": "and building application layers."
},
"text": "\u2022 Creating top-quality applications.\n\u2022 Collaborating with front-end developers.\n\u2022 Ensuring that junior staff delivers according to standards.\n\u2022 Improving functionality.\n\u2022 Using the most updated and appropriate technologies.\n\u2022 Designing and building application layers.",
"word_count": 36
},
{
"bullet_count": 5,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Must have experience in",
"last_5_words": "third party ERP/CRM applications."
},
"text": "\u2022 Must have experience in ERP (Web Based).\n\u2022 Must have a minimum of 2 years related software development experience.\n\u2022 Minimum 2 years direct experience with Microsoft .NET and SQL Server technology.\n\u2022 Technically sound with strong analytical and logical reasoning skills.\n\u2022 Working within the Professional Services team, specifically on the customization of Commercial web-based software products and integration with third party ERP/CRM applications.",
"word_count": 54
}
],
"urls": [
{
"type": "website",
"url": "www.stercodigitex.com"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "4671181c-9e9f-40b0-b973-984bf3dcb005",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 1.0,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Writes application logic across the presentation layer, service layer, and data access layer of web applications following MVC or clean architecture patterns.",
"sentence": "Designing and building application layers.",
"similarity": 0.6493
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Collaborating with front-end developers.",
"similarity": 0.5438
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Working within the Professional Services team, specifically on the customization of Commercial web-based software products and integration with third party ERP/CRM applications.",
"similarity": 0.4548
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5493,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborating with front-end developers.",
"similarity": 0.7005
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Using the most updated and appropriate technologies.",
"similarity": 0.4764
},
{
"kra_text": "structure reusable application code",
"sentence": "Designing and building application layers.",
"similarity": 0.4689
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5486,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Collaborating with front-end developers.",
"similarity": 0.5991
},
{
"kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
"sentence": "Designing and building application layers.",
"similarity": 0.4979
},
{
"kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
"sentence": "Using the most updated and appropriate technologies.",
"similarity": 0.4018
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.4996,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
"kra_text": "Design backend endpoints and request handling",
"sentence": "Collaborating with front-end developers.",
"similarity": 0.5145
},
{
"kra_text": "Design backend endpoints and request handling",
"sentence": "Designing and building application layers.",
"similarity": 0.4889
},
{
"kra_text": "Build service and external integrations",
"sentence": "Working within the Professional Services team, specifically on the customization of Commercial web-based software products and integration with third party ERP/CRM applications.",
"similarity": 0.4654
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.4896,
"slug": "python-backend-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborating with front-end developers.",
"similarity": 0.6221
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Designing and building application layers.",
"similarity": 0.4281
},
{
"kra_text": "UI responsiveness and performance",
"sentence": "Using the most updated and appropriate technologies.",
"similarity": 0.4015
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.4839,
"slug": "angular-frontend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 1,
"score": 0.2,
"slug": "backend-engineer",
"total_count": 5
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 80,
"score": 0.2,
"slug": "python-backend-developer",
"total_count": 5
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 82,
"score": 0.2,
"slug": "node-backend-developer",
"total_count": 5
},
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 83,
"score": 0.2,
"slug": "dotnet-backend-developer",
"total_count": 5
},
{
"display_name": "Kotlin Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 84,
"score": 0.2,
"slug": "kotlin-server-backend-developer",
"total_count": 5
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
"confidence": 0.95,
"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": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
"sub_role": null
},
"stage5_updates": 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": 135,
"existing_alias_text": "SQL Server",
"input_term": "SQL Server",
"matched_canonical": {
"category_id": 3,
"display_name": "SQL Server",
"id": 18,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "sql-server",
"sub_category_id": 29,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Frontend Developer",
"id": 7,
"rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"input_skill": "SQL Server",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"ASP.NET",
"Microsoft .NET",
"SQL Server",
"ERP",
"CRM"
],
"input_llm_skills": [
"ASP.NET",
"Microsoft .NET",
"SQL Server",
"ERP",
"CRM"
],
"new_aliases_persisted": 0,
"run_id": "4671181c-9e9f-40b0-b973-984bf3dcb005",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "ASP.NET",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Frameworks",
"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": "asp-net",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Microsoft .NET",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Frameworks",
"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": "microsoft-net",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "SQL Server",
"alias_type": "CANONICAL",
"id": 135,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2000",
"alias_type": "VERSION",
"id": 138,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2005",
"alias_type": "VERSION",
"id": 139,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2008",
"alias_type": "VERSION",
"id": 140,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2012",
"alias_type": "VERSION",
"id": 141,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2014",
"alias_type": "VERSION",
"id": 142,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2016",
"alias_type": "VERSION",
"id": 143,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2017",
"alias_type": "VERSION",
"id": 144,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2019",
"alias_type": "VERSION",
"id": 145,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2022",
"alias_type": "VERSION",
"id": 146,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 6.5",
"alias_type": "VERSION",
"id": 136,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 7.0",
"alias_type": "VERSION",
"id": 137,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 3,
"display_name": "SQL Server",
"id": 18,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "sql-server",
"sub_category_id": 29,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"input_skill": "SQL Server",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "SQL Server",
"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": "ERP",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Business Applications",
"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": "erp",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "CRM",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Business Applications",
"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": "crm",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"ASP.NET",
"Microsoft .NET",
"ERP",
"CRM"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Frontend Developer",
"id": 7,
"rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "ASP.NET",
"tag": "new"
},
{
"skill": "Microsoft .NET",
"tag": "new"
},
{
"skill": "SQL Server",
"tag": "in_db"
},
{
"skill": "ERP",
"tag": "new"
},
{
"skill": "CRM",
"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": 7,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"dimension_id": 4,
"input_skill": "SQL Server",
"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": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 18,
"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": "4671181c-9e9f-40b0-b973-984bf3dcb005"
}