Pipeline run
a92999f2-20d2-4827-a172-f5d3430688d5
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
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/software developer focused on implementation, testing, deployment, and client requirements, which best matches Backend Developer.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Company Description EpitronX is a world-class company with a focus on human resources and staffing. We specialize in providing cost-effective solutions for HR outsourcing services, including Recruitment, Staffing programs, Retiral/Payroll benefits, and other HRO solutions. As a team of passionate specialists with industry expertise, we are committed to providing strategic decision-making insights to help your business succeed. Role Description This is a full-time on-site role for a Dotnet Developer. The Dotnet Developer will be responsible for software development and programming using Object-Oriented Programming, .NET Core, and ASP.NET MVC. The Dotnet Developer will collaborate with other developers and teams to develop high-quality software solutions that meet clients' needs. The role includes analyzing requirements, implementing software solutions to support client needs, and assisting with software testing and deployment. Experience : 3 to 7 years Budget : 7 LPA to 10 LPA Location : Coimbatore ( work from Office) Qualifications • Strong Object-Oriented Programming (OOP) skills • Experience in Software Development and Programming • Proficiency in .NET Core and ASP.NET MVC • Comfortable working in a team environment • Excellent problem-solving skills • Good written and verbal communication skills • Bachelor's or higher degree in Computer Science, Engineering, or a related field • Experience working with databases and SQL is a plus
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
- ASP.NET MVC (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Web Framework
- Vendor
- Microsoft
- License
- apache_2
- Year introduced
- 2009
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Vendor market signal: Microsoft has superseded ASP.NET MVC with ASP.NET Core MVC; new docs and hiring JDs overwhelmingly specify ASP.NET Core/.NET 6+ rather than classic ASP.NET MVC.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- DEPRECATED
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 35
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application Frameworks & Libraries Catalog dimension db id 451
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | 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
- Programming Languages
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- SQL (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Query Language
- Vendor
- ANSI
- License
- unknown
- Year introduced
- 1974
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SQL appears in a large share of data, backend, and analytics job descriptions and remains the default query language for PostgreSQL, MySQL, and cloud warehouses like Snowflake/BigQuery.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 97
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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 Core | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| ASP.NET MVC | in_db |
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Object-Oriented Programming | type=Programming Languages subtype=general nature=CONCEPT lifespan=EVERGREEN |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "EpitronX is a world-class company",
"last_5_words": "help your business succeed."
},
"text": "EpitronX is a world-class company with a focus on human resources and staffing. We specialize in providing cost-effective solutions for HR outsourcing services, including Recruitment, Staffing programs, Retiral/Payroll benefits, and other HRO solutions. As a team of passionate specialists with industry expertise, we are committed to providing strategic decision-making insights to help your business succeed.",
"word_count": 64
},
"certifications": [],
"company_name": "EpitronX",
"ctc": {
"currency": "INR",
"max": 10,
"min": 7,
"period": "annual",
"raw": "7 LPA to 10 LPA"
},
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Engineering (or related)",
"raw": "Bachelor\u0027s or higher degree in Computer Science, Engineering, or a related field",
"requirement": "required"
}
],
"experience": {
"max": 7,
"min": 3,
"raw": "3 to 7 years"
},
"job_locations": [
{
"aliases": [
"Coimbatore",
"Kovai"
],
"city": "Coimbatore",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Dotnet Developer",
"role_aliases": [
".NET Developer",
"Software Developer",
"Dotnet Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time on-site",
"last_5_words": "testing and deployment."
},
"text": "This is a full-time on-site role for a Dotnet Developer. The Dotnet Developer will be responsible for software development and programming using Object-Oriented Programming, .NET Core, and ASP.NET MVC. The Dotnet Developer will collaborate with other developers and teams to develop high-quality software solutions that meet clients\u0027 needs. The role includes analyzing requirements, implementing software solutions to support client needs, and assisting with software testing and deployment.",
"word_count": 64
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Strong Object-Oriented Programming (OOP)",
"last_5_words": "databases and SQL is a plus"
},
"text": "\u2022 Strong Object-Oriented Programming (OOP) skills\n\u2022 Experience in Software Development and Programming\n\u2022 Proficiency in .NET Core and ASP.NET MVC\n\u2022 Comfortable working in a team environment\n\u2022 Excellent problem-solving skills\n\u2022 Good written and verbal communication skills\n\u2022 Bachelor\u0027s or higher degree in Computer Science, Engineering, or a related field\n\u2022 Experience working with databases and SQL is a plus",
"word_count": 66
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": ".NET Core"
},
{
"is_primary": true,
"skill_name": "ASP.NET MVC"
},
{
"is_primary": true,
"skill_name": "Object-Oriented Programming"
},
{
"is_primary": false,
"skill_name": "SQL"
}
],
"jd_role": {
"display_name": "Dotnet Developer",
"rationale": null,
"role_aliases": [
".NET Developer",
"Software Developer",
"Dotnet Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "EpitronX is a world-class company",
"last_5_words": "help your business succeed."
},
"text": "EpitronX is a world-class company with a focus on human resources and staffing. We specialize in providing cost-effective solutions for HR outsourcing services, including Recruitment, Staffing programs, Retiral/Payroll benefits, and other HRO solutions. As a team of passionate specialists with industry expertise, we are committed to providing strategic decision-making insights to help your business succeed.",
"word_count": 64
},
"certifications": [],
"company_name": "EpitronX",
"ctc": {
"currency": "INR",
"max": 10,
"min": 7,
"period": "annual",
"raw": "7 LPA to 10 LPA"
},
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Engineering (or related)",
"raw": "Bachelor\u0027s or higher degree in Computer Science, Engineering, or a related field",
"requirement": "required"
}
],
"experience": {
"max": 7,
"min": 3,
"raw": "3 to 7 years"
},
"job_locations": [
{
"aliases": [
"Coimbatore",
"Kovai"
],
"city": "Coimbatore",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Dotnet Developer",
"role_aliases": [
".NET Developer",
"Software Developer",
"Dotnet Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time on-site",
"last_5_words": "testing and deployment."
},
"text": "This is a full-time on-site role for a Dotnet Developer. The Dotnet Developer will be responsible for software development and programming using Object-Oriented Programming, .NET Core, and ASP.NET MVC. The Dotnet Developer will collaborate with other developers and teams to develop high-quality software solutions that meet clients\u0027 needs. The role includes analyzing requirements, implementing software solutions to support client needs, and assisting with software testing and deployment.",
"word_count": 64
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Strong Object-Oriented Programming (OOP)",
"last_5_words": "databases and SQL is a plus"
},
"text": "\u2022 Strong Object-Oriented Programming (OOP) skills\n\u2022 Experience in Software Development and Programming\n\u2022 Proficiency in .NET Core and ASP.NET MVC\n\u2022 Comfortable working in a team environment\n\u2022 Excellent problem-solving skills\n\u2022 Good written and verbal communication skills\n\u2022 Bachelor\u0027s or higher degree in Computer Science, Engineering, or a related field\n\u2022 Experience working with databases and SQL is a plus",
"word_count": 66
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "a92999f2-20d2-4827-a172-f5d3430688d5",
"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": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "The role includes analyzing requirements, implementing software solutions to support client needs, and assisting with software testing and deployment.",
"similarity": 0.5215
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Experience working with databases and SQL is a plus",
"similarity": 0.481
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "The Dotnet Developer will collaborate with other developers and teams to develop high-quality software solutions that meet clients\u0027 needs.",
"similarity": 0.45
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4842,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "The Dotnet Developer will collaborate with other developers and teams to develop high-quality software solutions that meet clients\u0027 needs.",
"similarity": 0.509
},
{
"kra_text": "structure reusable application code",
"sentence": "Strong Object-Oriented Programming (OOP) skills",
"similarity": 0.4147
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "The role includes analyzing requirements, implementing software solutions to support client needs, and assisting with software testing and deployment.",
"similarity": 0.3976
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4404,
"slug": "flutter-developer",
"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": "The Dotnet Developer will collaborate with other developers and teams to develop high-quality software solutions that meet clients\u0027 needs.",
"similarity": 0.5087
},
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "The role includes analyzing requirements, implementing software solutions to support client needs, and assisting with software testing and deployment.",
"similarity": 0.4508
},
{
"kra_text": "Sets up and maintains development, staging, and production environments with consistent configuration management using Ansible, Puppet, or Chef.",
"sentence": "Comfortable working in a team environment",
"similarity": 0.3508
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4368,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": [
{
"kra_text": "Writes database access logic including SQL queries, ORM mappings, stored procedures, and migration scripts for relational databases like PostgreSQL and MySQL.",
"sentence": "Experience working with databases and SQL is a plus",
"similarity": 0.4739
},
{
"kra_text": "Investigates and resolves production incidents, API bugs, and service degradation through root cause analysis, hotfixes, and post-mortems.",
"sentence": "The role includes analyzing requirements, implementing software solutions to support client needs, and assisting with software testing and deployment.",
"similarity": 0.4464
},
{
"kra_text": "Writes database access logic including SQL queries, ORM mappings, stored procedures, and migration scripts for relational databases like PostgreSQL and MySQL.",
"sentence": "Strong Object-Oriented Programming (OOP) skills",
"similarity": 0.3502
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.4235,
"slug": "backend-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": "The role includes analyzing requirements, implementing software solutions to support client needs, and assisting with software testing and deployment.",
"similarity": 0.4891
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "The Dotnet Developer will collaborate with other developers and teams to develop high-quality software solutions that meet clients\u0027 needs.",
"similarity": 0.4071
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "The Dotnet Developer will be responsible for software development and programming using Object-Oriented Programming, .NET Core, and ASP.NET MVC.",
"similarity": 0.3608
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.419,
"slug": "cloud-architect",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
".NET",
".NET Core"
],
"role_id": 83,
"score": 0.6667,
"slug": "dotnet-backend-developer",
"total_count": 3
},
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
".NET Core",
"ASP.NET MVC"
],
"role_id": 233,
"score": 0.6667,
"slug": "sitecore-dev",
"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": 0.97,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.97,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Software Development",
"Object-Oriented Development",
"Requirements Analysis",
"Software Testing and Deployment",
"Team Collaboration"
],
"matched_kras": [
"responsible for software development and programming",
"collaborate with other developers and teams",
"analyzing requirements",
"implementing software solutions to support client needs",
"assisting with software testing and deployment"
],
"matched_skills": [
".NET Core",
"ASP.NET MVC",
"Object-Oriented Programming",
"Software Development",
"Programming",
"databases",
"SQL"
],
"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/software developer focused on implementation, testing, deployment, and client requirements, which best matches Backend Developer.",
"sub_role": {
"confidence": 0.99,
"display_name": ".NET Backend Developer",
"reasoning": "The JD explicitly centers on .NET Core and ASP.NET MVC, which clearly maps to the .NET backend specialty.",
"role_id": 83,
"slug": "dotnet-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1629,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 22968,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Object-Oriented Programming",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 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": 5928,
"existing_alias_text": "ASP.NET MVC",
"input_term": "ASP.NET MVC",
"matched_canonical": {
"category_id": 5,
"display_name": "ASP.NET MVC",
"id": 4205,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "asp-net-mvc",
"sub_category_id": 35,
"typical_lifespan": "EVERGREEN",
"volatility": "DEPRECATED"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 271,
"existing_alias_text": "SQL",
"input_term": "SQL",
"matched_canonical": {
"category_id": 6,
"display_name": "SQL",
"id": 101,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "sql",
"sub_category_id": 97,
"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",
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},
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
},
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
"source": "db"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is for a .NET backend/software developer focused on implementation, testing, deployment, and client requirements, which best matches Backend Developer.",
"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"
},
"dimensions": [
{
"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",
"source": "db"
},
"input_skill": ".NET Core",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Application Frameworks \u0026 Libraries",
"id": 451,
"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
"slug": "application-frameworks-libraries",
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},
"input_skill": "ASP.NET MVC",
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"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Pega Programming Languages \u0026 DSLs",
"id": 267,
"rationale": "Programming languages and domain-specific languages used in Pega development.",
"slug": "pega-programming-languages-dsls",
"source": "db"
},
"input_skill": "SQL",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Pega Developer",
"id": 24,
"rationale": null,
"role_archetype": null,
"slug": "pega-developer",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 DSLs",
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"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
"slug": "programming-languages-dsls",
"source": "db"
},
"input_skill": "SQL",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
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"role_archetype": null,
"slug": "engineering-manager",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for Data Work",
"id": 21,
"rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
"slug": "programming-languages-for-data-work",
"source": "db"
},
"input_skill": "SQL",
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"roles_from_db": [
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
}
]
}
],
"input_final_skills": [
".NET Core",
"ASP.NET MVC",
"Object-Oriented Programming",
"SQL"
],
"input_llm_skills": [
".NET Core",
"ASP.NET MVC",
"Object-Oriented Programming",
"SQL"
],
"new_aliases_persisted": 0,
"run_id": "a92999f2-20d2-4827-a172-f5d3430688d5",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": ".NET",
"alias_type": "CANONICAL",
"id": 4766,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": ".NET 5",
"alias_type": "VERSION",
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"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": ".NET 6",
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"is_primary": false,
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{
"alias_text": ".NET 7",
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{
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"match_strategy": "CASE_INSENSITIVE"
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{
"alias_text": ".NET Core",
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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"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
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},
"input_skill": ".NET Core",
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"roles_from_db": [
{
"display_name": ".NET Backend Developer",
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"role_archetype": "Engineering",
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}
]
}
],
"input_skill": ".NET Core",
"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": [
{
"alias_text": "ASP.NET MVC",
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"id": 5928,
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],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
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"typical_lifespan": "EVERGREEN",
"volatility": "DEPRECATED"
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{
"dimension": {
"difficulty_hint": "well_known",
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"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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},
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"role_archetype": "Engineering",
"slug": "sitecore-dev",
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}
]
}
],
"input_skill": "ASP.NET MVC",
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},
{
"aliases_in_db": [],
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"input_skill": "Object-Oriented Programming",
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"derived": {
"category": "Programming Languages",
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},
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"keep_log": [],
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"merge_log": [],
"placed": null,
"relationships": null,
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"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
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"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 6,
"display_name": "SQL",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Pega Programming Languages \u0026 DSLs",
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},
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]
},
{
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},
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]
},
{
"dimension": {
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},
"input_skill": "SQL",
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"roles_from_db": [
{
"display_name": "Data Engineer",
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}
]
}
],
"input_skill": "SQL",
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"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
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]
}
API 3 — final-role-output
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"rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is for a .NET backend/software developer focused on implementation, testing, deployment, and client requirements, which best matches Backend Developer.",
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"slug": "backend-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
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{
"skill": ".NET Core",
"tag": "in_db"
},
{
"skill": "ASP.NET MVC",
"tag": "in_db"
},
{
"skill": "Object-Oriented Programming",
"tag": "new"
},
{
"skill": "SQL",
"tag": "in_db"
}
],
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"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
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"dimension": {
"difficulty_hint": "well_known",
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},
"dimension_id": 362,
"input_skill": ".NET Core",
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"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",
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"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
"skill_id": 3237,
"skill_tag": "in_db",
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},
{
"chosen_role_id": 1,
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"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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},
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"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": "Sitecore Dev",
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"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
"skill_id": 4205,
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},
{
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},
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"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": "Pega Developer",
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}
],
"skill_dimension_saved": true,
"skill_id": 101,
"skill_tag": "in_db",
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},
{
"chosen_role_id": 1,
"dimension": {
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"rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
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},
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"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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}
],
"skill_dimension_saved": true,
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},
{
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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"roles_from_db": [
{
"display_name": "Data Engineer",
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}
],
"skill_dimension_saved": true,
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}
],
"new_skills_created": 0,
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},
"planner_output": null,
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}