Pipeline run
9112c162-5d38-4cef-b7c9-e64e88a76211
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
• Must have 2-5 years of experience in .Net • Must have experience in MVC design pattern • Working on .Net Core is an added advantage • Should know SQL Server development • Good communication and pres…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
→.NET Backend Developer
sub-role · 0.99 domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db · sub-role slug: dotnet-backend-developer
Domain=Software Engineering → sub-role dotnet-backend-developer; The JD is for a .NET backend role focused on MVC, .Net Core, and SQL Server development.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
: Senior Dot Net Developer Posted on: August 22, 2020 Designation: Dot Net Location: Mohali Experience: 2 - 5 Years Salary: Max 5 LPA Gender: Any Qualification: B.Tech Skills: .Net, MVC, SQL Server Target Industry: IT Job Details • Must have 2-5 years of experience in .Net • Must have experience in MVC design pattern • Working on .Net Core is an added advantage • Should know SQL Server development • Good communication and presentation skills Interested candidates kindly forward your updated CV to hr5@tasolutions.in with your current and expected CTC or call on 9041249494. If not interested, we would really appreciate it if you could forward this position to your colleagues or friends.
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
- .NET (CANONICAL) primary
- .NET 5 (VERSION)
- .NET 6 (VERSION)
- .NET 7 (VERSION)
- .NET 8 (VERSION)
- .NET Core (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Runtime
- Sub-category
- Runtime Platform
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2002
- Confidence
- 0.90
- Version strategy
- SEPARATE_ENTITY
- Version tag
- .NET (modern, i.e., .NET 6+)
Maturity reasoning: .NET appears in large volumes of job postings across enterprise, cloud, and backend roles, and Microsoft continues active releases and LTS support, indicating broad hiring-pipeline adoption.
Skill profile (library / DB)
- Skill nature
- RUNTIME
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 67
- Sub-category id
- 2564
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
C# and .NET Languages Catalog dimension db id 362
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- MVC (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Architecture
- Sub-category
- Model View Controller
- Year introduced
- 1979
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: MVC remains a standard web/app architecture in many job descriptions and frameworks (e.g., ASP.NET MVC, Spring MVC, Rails), with no vendor sunset or replacement making it obsolete.
Skill profile (library / DB)
- Skill nature
- PATTERN
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 1
- Sub-category id
- 2462
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
ASP.NET Core Web Frameworks Catalog dimension db id 363
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
-
App Architecture and Dependency Injection Catalog dimension db id 94
Library dimension (catalog)
Roles linked in library: Android Developer, iOS Developer
-
Application Architecture and Code Organization Catalog dimension db id 220
Library dimension (catalog)
Roles linked in library: Fullstack Developer
-
Native Mobile App Architecture and Dependency Injection Catalog dimension db id 273
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Application Architecture and Code Organization
application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- .NET (CANONICAL) primary
- .NET 5 (VERSION)
- .NET 6 (VERSION)
- .NET 7 (VERSION)
- .NET 8 (VERSION)
- .NET Core (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Runtime
- Sub-category
- Runtime Platform
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2002
- Confidence
- 0.90
- Version strategy
- SEPARATE_ENTITY
- Version tag
- .NET (modern, i.e., .NET 6+)
Maturity reasoning: .NET appears in large volumes of job postings across enterprise, cloud, and backend roles, and Microsoft continues active releases and LTS support, indicating broad hiring-pipeline adoption.
Skill profile (library / DB)
- Skill nature
- RUNTIME
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 67
- Sub-category id
- 2564
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
C# and .NET Languages Catalog dimension db id 362
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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 saved |
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 |
|---|---|---|---|---|---|---|
| .NET | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
Application Architecture and Code Organization
application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| .NET Core | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL Server | in_db |
Relational Database Design
relational-database-design
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "INR",
"max": 5,
"min": null,
"period": "annual",
"raw": "Max 5 LPA"
},
"domain": {
"primary": {
"aliases": [],
"domain": "IT"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Any Discipline",
"raw": "Qualification: B.Tech",
"requirement": "required"
}
],
"experience": {
"max": 5,
"min": 2,
"raw": "2 - 5 Years"
},
"job_locations": [
{
"aliases": [],
"city": "Mohali",
"country": null,
"state": null,
"work_mode": null
}
],
"role": "Senior Dot Net Developer",
"role_aliases": [
"Dot Net Developer",
"DotNet Developer",
".NET Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Job Details",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Must have 2-5 years",
"last_5_words": "communication and presentation skills"
},
"text": "\u2022 Must have 2-5 years of experience in .Net\n\u2022 Must have experience in MVC design pattern\n\u2022 Working on .Net Core is an added advantage\n\u2022 Should know SQL Server development\n\u2022 Good communication and presentation skills",
"word_count": 37
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": ".NET"
},
{
"is_primary": true,
"skill_name": "MVC"
},
{
"is_primary": false,
"skill_name": ".NET Core"
},
{
"is_primary": true,
"skill_name": "SQL Server"
}
],
"jd_role": {
"display_name": "Senior Dot Net Developer",
"rationale": null,
"role_aliases": [
"Dot Net Developer",
"DotNet Developer",
".NET Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "INR",
"max": 5,
"min": null,
"period": "annual",
"raw": "Max 5 LPA"
},
"domain": {
"primary": {
"aliases": [],
"domain": "IT"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Any Discipline",
"raw": "Qualification: B.Tech",
"requirement": "required"
}
],
"experience": {
"max": 5,
"min": 2,
"raw": "2 - 5 Years"
},
"job_locations": [
{
"aliases": [],
"city": "Mohali",
"country": null,
"state": null,
"work_mode": null
}
],
"role": "Senior Dot Net Developer",
"role_aliases": [
"Dot Net Developer",
"DotNet Developer",
".NET Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Job Details",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Must have 2-5 years",
"last_5_words": "communication and presentation skills"
},
"text": "\u2022 Must have 2-5 years of experience in .Net\n\u2022 Must have experience in MVC design pattern\n\u2022 Working on .Net Core is an added advantage\n\u2022 Should know SQL Server development\n\u2022 Good communication and presentation skills",
"word_count": 37
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "9112c162-5d38-4cef-b7c9-e64e88a76211",
"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": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"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": "Must have experience in MVC design pattern",
"similarity": 0.5436
},
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Working on .Net Core is an added advantage",
"similarity": 0.3238
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Must have 2-5 years of experience in .Net",
"similarity": 0.2899
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.3858,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "service interface design and implementation",
"sentence": "Must have experience in MVC design pattern",
"similarity": 0.4789
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Working on .Net Core is an added advantage",
"similarity": 0.3676
},
{
"kra_text": "service interface design and implementation",
"sentence": "Good communication and presentation skills",
"similarity": 0.2804
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.3756,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
"sentence": "Must have experience in MVC design pattern",
"similarity": 0.4065
},
{
"kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
"sentence": "Working on .Net Core is an added advantage",
"similarity": 0.4006
},
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Must have 2-5 years of experience in .Net",
"similarity": 0.2966
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.3679,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "WordPress Dev",
"kra_matches": [
{
"kra_text": "presentation and publishing issue troubleshooting",
"sentence": "Good communication and presentation skills",
"similarity": 0.4008
},
{
"kra_text": "Theme and template development",
"sentence": "Must have experience in MVC design pattern",
"similarity": 0.3971
},
{
"kra_text": "Theme and template development",
"sentence": "Working on .Net Core is an added advantage",
"similarity": 0.2908
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 227,
"score": 0.3629,
"slug": "wordpress-dev",
"total_count": null
},
{
"display_name": "Python Backend Developer",
"kra_matches": [
{
"kra_text": "Design backend endpoints and request handling",
"sentence": "Must have experience in MVC design pattern",
"similarity": 0.4276
},
{
"kra_text": "Design backend endpoints and request handling",
"sentence": "Working on .Net Core is an added advantage",
"similarity": 0.3779
},
{
"kra_text": "Troubleshoot server-side defects",
"sentence": "Must have 2-5 years of experience in .Net",
"similarity": 0.2668
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 80,
"score": 0.3574,
"slug": "python-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
".NET",
"MVC",
"SQL Server"
],
"role_id": 83,
"score": 1.0,
"slug": "dotnet-backend-developer",
"total_count": 3
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"MVC"
],
"role_id": 15,
"score": 0.3333,
"slug": "full-stack-engineer",
"total_count": 3
},
{
"display_name": "iOS Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"MVC"
],
"role_id": 6,
"score": 0.3333,
"slug": "ios-engineer",
"total_count": 3
},
{
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"MVC"
],
"role_id": 75,
"score": 0.3333,
"slug": "native-mobile-developer",
"total_count": 3
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"MVC"
],
"role_id": 4,
"score": 0.3333,
"slug": "android-engineer",
"total_count": 3
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.98,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Development",
"MVC Application Development",
"Database Development",
"Communication and Presentation"
],
"matched_kras": [
"Must have 2-5 years of experience in .Net",
"Must have experience in MVC design pattern",
"Working on .Net Core is an added advantage",
"Should know SQL Server development",
"Good communication and presentation skills"
],
"matched_skills": [
".Net",
"MVC design pattern",
".Net Core",
"SQL Server"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is for a .NET backend role focused on MVC, .Net Core, and SQL Server development.",
"sub_role": {
"confidence": 0.99,
"display_name": ".NET Backend Developer",
"reasoning": "The JD explicitly centers on .NET and .NET Core, which clearly matches the .NET backend developer child.",
"role_id": 83,
"slug": "dotnet-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 308,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 349,
"r_and_r_preview": "\u2022 Must have 2-5 years of experience in .Net\n\u2022 Must have experience in MVC design pattern\n\u2022 Working on .Net Core is an added advantage\n\u2022 Should know SQL Server development\n\u2022 Good communication and pres",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [],
"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": 4766,
"existing_alias_text": ".NET",
"input_term": ".NET",
"matched_canonical": {
"category_id": 67,
"display_name": ".NET",
"id": 3237,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "RUNTIME",
"slug": "net",
"sub_category_id": 2564,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 831,
"existing_alias_text": "MVC",
"input_term": "MVC",
"matched_canonical": {
"category_id": 1,
"display_name": "MVC",
"id": 505,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PATTERN",
"slug": "mvc",
"sub_category_id": 2462,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 4771,
"existing_alias_text": ".NET Core",
"input_term": ".NET Core",
"matched_canonical": {
"category_id": 67,
"display_name": ".NET",
"id": 3237,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "RUNTIME",
"slug": "net",
"sub_category_id": 2564,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"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": "Android Developer",
"id": 4,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
},
{
"display_name": "iOS Developer",
"id": 6,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
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{
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},
{
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]
},
{
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}
]
},
{
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},
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}
]
},
{
"dimension": {
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},
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},
{
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{
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{
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},
{
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},
{
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},
{
"display_name": "Scala Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
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"MVC",
".NET Core",
"SQL Server"
],
"input_llm_skills": [
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"MVC",
".NET Core",
"SQL Server"
],
"new_aliases_persisted": 0,
"run_id": "9112c162-5d38-4cef-b7c9-e64e88a76211",
"skills_detail": [
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},
{
"alias_text": ".NET 5",
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},
{
"alias_text": ".NET 6",
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"id": 4768,
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},
{
"alias_text": ".NET 7",
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},
{
"alias_text": ".NET 8",
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},
{
"alias_text": ".NET Core",
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],
"canonical": {
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"is_extractable": true,
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},
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},
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]
}
],
"input_skill": ".NET",
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},
{
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],
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},
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{
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},
{
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}
]
},
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},
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}
]
},
{
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{
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"role_archetype": "Engineering",
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}
]
}
],
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"matched_via": "alias",
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"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
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},
{
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},
{
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},
{
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": ".NET 8",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
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"is_primary": false,
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}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "RUNTIME",
"slug": "net",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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{
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},
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},
{
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},
{
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},
{
"alias_text": "SQL Server 2005",
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},
{
"alias_text": "SQL Server 2008",
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},
{
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},
{
"alias_text": "SQL Server 2014",
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},
{
"alias_text": "SQL Server 2016",
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},
{
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},
{
"alias_text": "SQL Server 2019",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2022",
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},
{
"alias_text": "SQL Server 6.5",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 7.0",
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}
],
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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},
{
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"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
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"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",
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"role_archetype": "Engineering",
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},
{
"display_name": "Ruby Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
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},
{
"display_name": "Scala Backend Developer",
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}
]
}
],
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"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
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"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is for a .NET backend role focused on MVC, .Net Core, and SQL Server development.",
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"slug": "backend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": ".NET",
"tag": "in_db"
},
{
"skill": "MVC",
"tag": "in_db"
},
{
"skill": ".NET Core",
"tag": "in_db"
},
{
"skill": "SQL Server",
"tag": "in_db"
}
],
"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": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "C# and .NET Languages",
"id": 362,
"rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
"slug": "c-and-net-languages",
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},
"dimension_id": 362,
"input_skill": ".NET",
"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": [
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LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.