Pipeline run
dcf56a46-a904-4b4f-867d-60ea0ed5983c
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
This is a full-time on-site role for a Dotnet Developer located in Bangalore Urban. The Dotnet Developer will be responsible for day-to-day tasks such as Object-Oriented Programming (OOP), Software De…
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/ASP.NET MVC software developer focused on backend application development, which matches the Backend Developer role best.
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 RAPIDD Technologies is a dynamic software solutions-boutique with about 150 people across 10 offices in 4 continents. Our IT products and services are crafted meticulously to drive client success. Role Description This is a full-time on-site role for a Dotnet Developer located in Bangalore Urban. The Dotnet Developer will be responsible for day-to-day tasks such as Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC. Qualifications • Strong Object-Oriented Programming (OOP) skills • Proficient in Software Development using .NET Core • Excellent Programming skills • Expertise in ASP.NET MVC • Experience in developing and implementing complex software systems • Bachelor's or Master's degree in Computer Science, Information Technology or related field • Good communication and problem-solving skills • Experience with Agile development methodologies 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
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3594
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Software Concepts, Patterns & Practices Catalog dimension db id 478
Library dimension (catalog)
Roles linked in library: Engineering Manager
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | 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) | |
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | 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": "RAPIDD Technologies is a dynamic",
"last_5_words": "to drive client success."
},
"text": "RAPIDD Technologies is a dynamic software solutions-boutique with about 150 people across 10 offices in 4 continents. Our IT products and services are crafted meticulously to drive client success.",
"word_count": 36
},
"certifications": [],
"company_name": "RAPIDD Technologies",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
"raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science, Information Technology or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [
"Bangalore"
],
"city": "Bangalore Urban",
"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": "and ASP.NET MVC."
},
"text": "This is a full-time on-site role for a Dotnet Developer located in Bangalore Urban. The Dotnet Developer will be responsible for day-to-day tasks such as Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC.",
"word_count": 43
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Strong Object-Oriented Programming (OOP)",
"last_5_words": "is a plus"
},
"text": "\u2022 Strong Object-Oriented Programming (OOP) skills\n\u2022 Proficient in Software Development using .NET Core\n\u2022 Excellent Programming skills\n\u2022 Expertise in ASP.NET MVC\n\u2022 Experience in developing and implementing complex software systems\n\u2022 Bachelor\u0027s or Master\u0027s degree in Computer Science, Information Technology or related field\n\u2022 Good communication and problem-solving skills\n\u2022 Experience with Agile development methodologies 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": "Agile"
}
],
"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": "RAPIDD Technologies is a dynamic",
"last_5_words": "to drive client success."
},
"text": "RAPIDD Technologies is a dynamic software solutions-boutique with about 150 people across 10 offices in 4 continents. Our IT products and services are crafted meticulously to drive client success.",
"word_count": 36
},
"certifications": [],
"company_name": "RAPIDD Technologies",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
"raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science, Information Technology or related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [
"Bangalore"
],
"city": "Bangalore Urban",
"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": "and ASP.NET MVC."
},
"text": "This is a full-time on-site role for a Dotnet Developer located in Bangalore Urban. The Dotnet Developer will be responsible for day-to-day tasks such as Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC.",
"word_count": 43
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Strong Object-Oriented Programming (OOP)",
"last_5_words": "is a plus"
},
"text": "\u2022 Strong Object-Oriented Programming (OOP) skills\n\u2022 Proficient in Software Development using .NET Core\n\u2022 Excellent Programming skills\n\u2022 Expertise in ASP.NET MVC\n\u2022 Experience in developing and implementing complex software systems\n\u2022 Bachelor\u0027s or Master\u0027s degree in Computer Science, Information Technology or related field\n\u2022 Good communication and problem-solving skills\n\u2022 Experience with Agile development methodologies is a plus",
"word_count": 66
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "dcf56a46-a904-4b4f-867d-60ea0ed5983c",
"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": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "defect investigation and resolution",
"sentence": "Good communication and problem-solving skills",
"similarity": 0.3701
},
{
"kra_text": "service interface design and implementation",
"sentence": "Strong Object-Oriented Programming (OOP) skills",
"similarity": 0.3597
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "The Dotnet Developer will be responsible for day-to-day tasks such as Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC.",
"similarity": 0.3274
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.3524,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"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": "Good communication and problem-solving skills",
"similarity": 0.3383
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "This is a full-time on-site role for a Dotnet Developer located in Bangalore Urban.",
"similarity": 0.2938
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.3489,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "defect investigation and resolution",
"sentence": "Good communication and problem-solving skills",
"similarity": 0.37
},
{
"kra_text": "code review and testing support",
"sentence": "Strong Object-Oriented Programming (OOP) skills",
"similarity": 0.3564
},
{
"kra_text": "code review and testing support",
"sentence": "The Dotnet Developer will be responsible for day-to-day tasks such as Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC.",
"similarity": 0.3192
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.3485,
"slug": "go-backend-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Strong Object-Oriented Programming (OOP) skills",
"similarity": 0.3972
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Good communication and problem-solving skills",
"similarity": 0.3333
},
{
"kra_text": "Angular component development",
"sentence": "The Dotnet Developer will be responsible for day-to-day tasks such as Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC.",
"similarity": 0.3135
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.348,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Sitecore Dev",
"kra_matches": [
{
"kra_text": "refactoring for maintainability",
"sentence": "Strong Object-Oriented Programming (OOP) skills",
"similarity": 0.4125
},
{
"kra_text": "troubleshooting and maintenance",
"sentence": "Good communication and problem-solving skills",
"similarity": 0.3479
},
{
"kra_text": "site-specific business rules",
"sentence": "This is a full-time on-site role for a Dotnet Developer located in Bangalore Urban.",
"similarity": 0.2758
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 233,
"score": 0.3454,
"slug": "sitecore-dev",
"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": 0.98,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.98,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Software Development",
"Object-Oriented Programming",
".NET Application Development",
"Enterprise Software Systems",
"Agile Development"
],
"matched_kras": [
"Responsible for day-to-day tasks such as OOP",
"Software Development using .NET Core",
"Expertise in ASP.NET MVC",
"Developing and implementing complex software systems",
"Good communication and problem-solving skills"
],
"matched_skills": [
"Object-Oriented Programming (OOP)",
".NET Core",
"ASP.NET MVC",
"Software Development",
"Programming",
"Agile development methodologies"
],
"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/ASP.NET MVC software developer focused on backend application development, which matches the Backend Developer role best.",
"sub_role": {
"confidence": 0.99,
"display_name": ".NET Backend Developer",
"reasoning": "The JD explicitly centers on .NET Core and ASP.NET MVC, which strongly indicates a .NET backend role.",
"role_id": 83,
"slug": "dotnet-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1017,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1069,
"r_and_r_preview": "This is a full-time on-site role for a Dotnet Developer located in Bangalore Urban. The Dotnet Developer will be responsible for day-to-day tasks such as Object-Oriented Programming (OOP), Software De",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 15341,
"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": 868,
"existing_alias_text": "Agile",
"input_term": "Agile",
"matched_canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 3594,
"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": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"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/ASP.NET MVC software developer focused on backend application development, which matches the Backend Developer role best.",
"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",
"slug": "dotnet-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Application Frameworks \u0026 Libraries",
"id": 451,
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},
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}
],
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}
API 3 — final-role-output
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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.