Pipeline run
e71ad834-9f86-4dae-950e-c7179535fe27
Pipeline LLM cost (USD)
API 1: $0.0139
API 2: $0.0000
API 3: $0.0000
Total: $0.0139
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded
sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· API and service implementation
Build and maintain .NET backend services in C#/.NET Core, collaborating on requirements, implementing REST/microservice features, testing/debugging, and deploying containerized apps on Azure/AKS. Also work with SQL, Git, Agile ceremonies, code reviews, and documentation.
"“Design, develop, and implement software solutions that align with project goals and meet quality standards.”"
Tech stack maturity
Mainstream Modern
The skill set centers on .NET, Azure, AKS, Docker, microservices, REST, and SQL, which is characteristic of established cloud-native enterprise development rather than bleeding-edge or legacy stacks.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (26)
C#
.NET
.NET Core
ASP.NET
SQL
Azure
Docker
Azure Container Registry
Azure Kubernetes Service
Git
Agile
REST
Microservices
MongoDB
Cosmos DB
HTML5
CSS3
JavaScript
React
Angular
OAuth
JWT
CI/CD
DevOps
Serverless Computing
+1
Skill cluster (11 dimension groups, role-scoped)
NoSQL Databases
MongoDB
Cosmos DB
Programming Languages
C#
JavaScript
API Design and Contracts
REST
Angular Component Model and Templates
Angular
Authentication and Authorization
JWT
CI/CD Pipeline Platforms
DevOps
Cloud Platforms
Azure
Deployment and Runtime Configuration
Docker
Microservices and Distributed Systems
Microservices
React Component Architecture
React
Cross-cutting / unaligned
.NET
.NET Core
ASP.NET
SQL
Azure Container Registry
Azure Kubernetes Service
Git
Agile
HTML5
CSS3
OAuth
CI/CD
Serverless Computing
Event-Driven Architecture
Show KRA description ↓
• Design, develop, and implement software solutions that align with project goals and meet quality standards.
• Write clean, efficient, and maintainable code using best practices and appropriate software design patterns.
• Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects.
• Perform unit testing, debugging, and troubleshooting to ensure software meets functional and performance requirements.
• Participate in code reviews to provide and receive constructive feedback and improve code quality.
• Collaborate with team members to identify and resolve technical issues and optimize software performance.
• Contribute to the documentation of software designs, technical specifications, and user manuals.
• Work effectively in an Agile development environment, participating in sprint planning, estimation, and other team activities.
• Continuously enhance your skills and knowledge through self-study, training, and professional development opportunities.
• Stay up to date with emerging technologies and industry trends to propose innovative solutions and improvements.
• Utilize containerization technologies such as Docker, and manage containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS).
• 8 to 10 years of professional experience using .NET technologies. Strong proficiency in C#, ASP.NET, and .NET Core.
• Extensive backend expertise with a focus on building strong and efficient backend systems and exposure to front-end development. Fundamental experience in Frontend Development would be an added advantage!
• Solid understanding of design patterns and SOLID principles.
• Solid understanding of relational databases and experience with SQL.
• Proficiency in using Azure services for cloud-based application development.
• Familiarity with RESTful APIs and microservices architecture.
• Experience with version control systems (e.g., Git) and Agile methodologies.
• Excellent problem-solving skills and ability to troubleshoot complex issues.
• Strong communication skills and ability to work collaboratively in a team environment.
• Azure certifications, such as Microsoft Certified: Azure Developer Associate.
• Exposure to serverless computing and event-driven architectures.
• Familiarity with NoSQL databases (e.g., MongoDB, Cosmos DB).
• Experience with containerization technologies such as Docker, and managing containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS).
• Experience with front-end technologies such as HTML5, CSS3, JavaScript, and front-end frameworks (e.g., React, Angular) would be a plus.
• Knowledge of authentication and authorization mechanisms, such as OAuth and JWT.
• Familiarity with CI/CD pipelines and DevOps practices.
• Passion for staying updated with emerging technologies and trends in software development.
Signals
Skill
dotnet-backend-developer
0.54
Alias
backend-engineer
1.00
KRA
react-native-developer
0.59
Post-classification
Centroidupdated · n=1123
Alias collision log—
New-role queue—
New skills captured3
New KRA capturedyes
Captured for admin review
ASP.NET
primary
↔
Backend Developer
pending
Azure Container Registry
primary
↔
Backend Developer
pending
Serverless Computing
↔
Backend Developer
pending
R&R fragment (sim 0.00)
↔
Backend Developer
pending
• Design, develop, and implement software solutions that align with project goals and meet quality standards. • Write clean, efficient, and maintainable code using best practices and appropriate softw…
Status:
extract_from_jd_done
Created: 2026-05-27T15:49:16.623341Z
Updated: 2026-06-12T15:54:34.959553Z
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
No chosen role stored for this run.
Job description
Company Description We are a consulting company with a bunch of technology-interested and happy people! We love technology, we love design and we love quality. Our diversity makes us unique and creates an inclusive and welcoming workplace where each individual is highly valued. With us, each individual is her/himself and respects others for who they are and we believe that when a fantastic mix of people gather and share their knowledge, experiences and ideas, we can help our customers on a completely different level. We are looking for you who is immediate joiner and want to grow with us! With us, you have great opportunities to take real steps in your career and the opportunity to take great responsibility. Job Summary: Responsibilities • Design, develop, and implement software solutions that align with project goals and meet quality standards. • Write clean, efficient, and maintainable code using best practices and appropriate software design patterns. • Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects. • Perform unit testing, debugging, and troubleshooting to ensure software meets functional and performance requirements. • Participate in code reviews to provide and receive constructive feedback and improve code quality. • Collaborate with team members to identify and resolve technical issues and optimize software performance. • Contribute to the documentation of software designs, technical specifications, and user manuals. • Work effectively in an Agile development environment, participating in sprint planning, estimation, and other team activities. • Continuously enhance your skills and knowledge through self-study, training, and professional development opportunities. • Stay up to date with emerging technologies and industry trends to propose innovative solutions and improvements. • Utilize containerization technologies such as Docker, and manage containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS). Required Skills • Bachelor's degree in Computer Science, Software Engineering, or a related field. • 8 to 10 years of professional experience using .NET technologies. Strong proficiency in C#, ASP.NET, and .NET Core. • Extensive backend expertise with a focus on building strong and efficient backend systems and exposure to front-end development. Fundamental experience in Frontend Development would be an added advantage! • Solid understanding of design patterns and SOLID principles. • Solid understanding of relational databases and experience with SQL. • Proficiency in using Azure services for cloud-based application development. • Familiarity with RESTful APIs and microservices architecture. • Experience with version control systems (e.g., Git) and Agile methodologies. • Excellent problem-solving skills and ability to troubleshoot complex issues. • Strong communication skills and ability to work collaboratively in a team environment. Preferred Skills • Azure certifications, such as Microsoft Certified: Azure Developer Associate. • Exposure to serverless computing and event-driven architectures. • Familiarity with NoSQL databases (e.g., MongoDB, Cosmos DB). • Experience with containerization technologies such as Docker, and managing containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS). • Experience with front-end technologies such as HTML5, CSS3, JavaScript, and front-end frameworks (e.g., React, Angular) would be a plus. • Knowledge of authentication and authorization mechanisms, such as OAuth and JWT. • Familiarity with CI/CD pipelines and DevOps practices. • Passion for staying updated with emerging technologies and trends in software development. Required cloud certification: NA Start: Immediate Location: Bengaluru Form of employment: Full-time until further notice, we apply 6 months probationary employment. We interview candidates on an ongoing basis, do not wait to submit your application.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
C#
Primary
No API 2 row (run stopped after API 1 or history missing)
.NET
Primary
No API 2 row (run stopped after API 1 or history missing)
.NET Core
Primary
No API 2 row (run stopped after API 1 or history missing)
ASP.NET
Primary
No API 2 row (run stopped after API 1 or history missing)
SQL
Primary
No API 2 row (run stopped after API 1 or history missing)
Azure
Primary
No API 2 row (run stopped after API 1 or history missing)
Docker
Primary
No API 2 row (run stopped after API 1 or history missing)
Azure Container Registry
Primary
No API 2 row (run stopped after API 1 or history missing)
Azure Kubernetes Service
Primary
No API 2 row (run stopped after API 1 or history missing)
Git
Primary
No API 2 row (run stopped after API 1 or history missing)
Agile
Primary
No API 2 row (run stopped after API 1 or history missing)
REST
Primary
No API 2 row (run stopped after API 1 or history missing)
Microservices
Primary
No API 2 row (run stopped after API 1 or history missing)
MongoDB
Secondary
No API 2 row (run stopped after API 1 or history missing)
Cosmos DB
Secondary
No API 2 row (run stopped after API 1 or history missing)
HTML5
Secondary
No API 2 row (run stopped after API 1 or history missing)
CSS3
Secondary
No API 2 row (run stopped after API 1 or history missing)
JavaScript
Secondary
No API 2 row (run stopped after API 1 or history missing)
React
Secondary
No API 2 row (run stopped after API 1 or history missing)
Angular
Secondary
No API 2 row (run stopped after API 1 or history missing)
OAuth
Secondary
No API 2 row (run stopped after API 1 or history missing)
JWT
Secondary
No API 2 row (run stopped after API 1 or history missing)
CI/CD
Secondary
No API 2 row (run stopped after API 1 or history missing)
DevOps
Secondary
No API 2 row (run stopped after API 1 or history missing)
Serverless Computing
Secondary
No API 2 row (run stopped after API 1 or history missing)
Event-Driven Architecture
Secondary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Developer
CompanyConsulting Company
Experience8 to 10 years of professional experience
DomainIT Services & Consulting
Location
Bengaluru, India
(onsite)
JD type
pass
Certifications
Microsoft Certified: Azure Developer Associate
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "We are a consulting company",
"last_5_words": "great responsibility."
},
"text": "We are a consulting company with a bunch of technology-interested and happy people!\n\nWe love technology, we love design and we love quality. Our diversity makes us unique and creates an inclusive and welcoming workplace where each individual is highly valued.\n\nWith us, each individual is her/himself and respects others for who they are and we believe that when a fantastic mix of people gather and share their knowledge, experiences and ideas, we can help our customers on a completely different level.\n\nWe are looking for you who is immediate joiner and want to grow with us!\n\nWith us, you have great opportunities to take real steps in your career and the opportunity to take great responsibility.",
"word_count": 108
},
"certifications": [
"Microsoft Certified: Azure Developer Associate"
],
"company_name": "Consulting Company",
"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",
"raw": "Bachelor\u0027s degree in Computer Science, Software Engineering, or a related field.",
"requirement": "required"
}
],
"experience": {
"max": 10,
"min": 8,
"raw": "8 to 10 years of professional experience"
},
"job_locations": [
{
"aliases": [
"Bangalore"
],
"city": "Bengaluru",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"SDE",
"Backend Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 11,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design, develop, and implement",
"last_5_words": "using Azure Container Registry (ACR)"
},
"text": "\u2022 Design, develop, and implement software solutions that align with project goals and meet quality standards.\n\u2022 Write clean, efficient, and maintainable code using best practices and appropriate software design patterns.\n\u2022 Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects.\n\u2022 Perform unit testing, debugging, and troubleshooting to ensure software meets functional and performance requirements.\n\u2022 Participate in code reviews to provide and receive constructive feedback and improve code quality.\n\u2022 Collaborate with team members to identify and resolve technical issues and optimize software performance.\n\u2022 Contribute to the documentation of software designs, technical specifications, and user manuals.\n\u2022 Work effectively in an Agile development environment, participating in sprint planning, estimation, and other team activities.\n\u2022 Continuously enhance your skills and knowledge through self-study, training, and professional development opportunities.\n\u2022 Stay up to date with emerging technologies and industry trends to propose innovative solutions and improvements.\n\u2022 Utilize containerization technologies such as Docker, and manage containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS).",
"word_count": 186
},
{
"bullet_count": 9,
"heading": "Required Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 8 to 10 years of",
"last_5_words": "in a team environment."
},
"text": "\u2022 8 to 10 years of professional experience using .NET technologies. Strong proficiency in C#, ASP.NET, and .NET Core.\n\u2022 Extensive backend expertise with a focus on building strong and efficient backend systems and exposure to front-end development. Fundamental experience in Frontend Development would be an added advantage!\n\u2022 Solid understanding of design patterns and SOLID principles.\n\u2022 Solid understanding of relational databases and experience with SQL.\n\u2022 Proficiency in using Azure services for cloud-based application development.\n\u2022 Familiarity with RESTful APIs and microservices architecture.\n\u2022 Experience with version control systems (e.g., Git) and Agile methodologies.\n\u2022 Excellent problem-solving skills and ability to troubleshoot complex issues.\n\u2022 Strong communication skills and ability to work collaboratively in a team environment.",
"word_count": 134
},
{
"bullet_count": 8,
"heading": "Preferred Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Azure certifications, such as",
"last_5_words": "in software development."
},
"text": "\u2022 Azure certifications, such as Microsoft Certified: Azure Developer Associate.\n\u2022 Exposure to serverless computing and event-driven architectures.\n\u2022 Familiarity with NoSQL databases (e.g., MongoDB, Cosmos DB).\n\u2022 Experience with containerization technologies such as Docker, and managing containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS).\n\u2022 Experience with front-end technologies such as HTML5, CSS3, JavaScript, and front-end frameworks (e.g., React, Angular) would be a plus.\n\u2022 Knowledge of authentication and authorization mechanisms, such as OAuth and JWT.\n\u2022 Familiarity with CI/CD pipelines and DevOps practices.\n\u2022 Passion for staying updated with emerging technologies and trends in software development.",
"word_count": 139
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "C#"
},
{
"is_primary": true,
"skill_name": ".NET"
},
{
"is_primary": true,
"skill_name": ".NET Core"
},
{
"is_primary": true,
"skill_name": "ASP.NET"
},
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "Azure"
},
{
"is_primary": true,
"skill_name": "Docker"
},
{
"is_primary": true,
"skill_name": "Azure Container Registry"
},
{
"is_primary": true,
"skill_name": "Azure Kubernetes Service"
},
{
"is_primary": true,
"skill_name": "Git"
},
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "Microservices"
},
{
"is_primary": false,
"skill_name": "MongoDB"
},
{
"is_primary": false,
"skill_name": "Cosmos DB"
},
{
"is_primary": false,
"skill_name": "HTML5"
},
{
"is_primary": false,
"skill_name": "CSS3"
},
{
"is_primary": false,
"skill_name": "JavaScript"
},
{
"is_primary": false,
"skill_name": "React"
},
{
"is_primary": false,
"skill_name": "Angular"
},
{
"is_primary": false,
"skill_name": "OAuth"
},
{
"is_primary": false,
"skill_name": "JWT"
},
{
"is_primary": false,
"skill_name": "CI/CD"
},
{
"is_primary": false,
"skill_name": "DevOps"
},
{
"is_primary": false,
"skill_name": "Serverless Computing"
},
{
"is_primary": false,
"skill_name": "Event-Driven Architecture"
}
],
"jd_role": {
"display_name": "Software Developer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"SDE",
"Backend Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "We are a consulting company",
"last_5_words": "great responsibility."
},
"text": "We are a consulting company with a bunch of technology-interested and happy people!\n\nWe love technology, we love design and we love quality. Our diversity makes us unique and creates an inclusive and welcoming workplace where each individual is highly valued.\n\nWith us, each individual is her/himself and respects others for who they are and we believe that when a fantastic mix of people gather and share their knowledge, experiences and ideas, we can help our customers on a completely different level.\n\nWe are looking for you who is immediate joiner and want to grow with us!\n\nWith us, you have great opportunities to take real steps in your career and the opportunity to take great responsibility.",
"word_count": 108
},
"certifications": [
"Microsoft Certified: Azure Developer Associate"
],
"company_name": "Consulting Company",
"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",
"raw": "Bachelor\u0027s degree in Computer Science, Software Engineering, or a related field.",
"requirement": "required"
}
],
"experience": {
"max": 10,
"min": 8,
"raw": "8 to 10 years of professional experience"
},
"job_locations": [
{
"aliases": [
"Bangalore"
],
"city": "Bengaluru",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"SDE",
"Backend Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 11,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design, develop, and implement",
"last_5_words": "using Azure Container Registry (ACR)"
},
"text": "\u2022 Design, develop, and implement software solutions that align with project goals and meet quality standards.\n\u2022 Write clean, efficient, and maintainable code using best practices and appropriate software design patterns.\n\u2022 Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects.\n\u2022 Perform unit testing, debugging, and troubleshooting to ensure software meets functional and performance requirements.\n\u2022 Participate in code reviews to provide and receive constructive feedback and improve code quality.\n\u2022 Collaborate with team members to identify and resolve technical issues and optimize software performance.\n\u2022 Contribute to the documentation of software designs, technical specifications, and user manuals.\n\u2022 Work effectively in an Agile development environment, participating in sprint planning, estimation, and other team activities.\n\u2022 Continuously enhance your skills and knowledge through self-study, training, and professional development opportunities.\n\u2022 Stay up to date with emerging technologies and industry trends to propose innovative solutions and improvements.\n\u2022 Utilize containerization technologies such as Docker, and manage containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS).",
"word_count": 186
},
{
"bullet_count": 9,
"heading": "Required Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 8 to 10 years of",
"last_5_words": "in a team environment."
},
"text": "\u2022 8 to 10 years of professional experience using .NET technologies. Strong proficiency in C#, ASP.NET, and .NET Core.\n\u2022 Extensive backend expertise with a focus on building strong and efficient backend systems and exposure to front-end development. Fundamental experience in Frontend Development would be an added advantage!\n\u2022 Solid understanding of design patterns and SOLID principles.\n\u2022 Solid understanding of relational databases and experience with SQL.\n\u2022 Proficiency in using Azure services for cloud-based application development.\n\u2022 Familiarity with RESTful APIs and microservices architecture.\n\u2022 Experience with version control systems (e.g., Git) and Agile methodologies.\n\u2022 Excellent problem-solving skills and ability to troubleshoot complex issues.\n\u2022 Strong communication skills and ability to work collaboratively in a team environment.",
"word_count": 134
},
{
"bullet_count": 8,
"heading": "Preferred Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Azure certifications, such as",
"last_5_words": "in software development."
},
"text": "\u2022 Azure certifications, such as Microsoft Certified: Azure Developer Associate.\n\u2022 Exposure to serverless computing and event-driven architectures.\n\u2022 Familiarity with NoSQL databases (e.g., MongoDB, Cosmos DB).\n\u2022 Experience with containerization technologies such as Docker, and managing containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS).\n\u2022 Experience with front-end technologies such as HTML5, CSS3, JavaScript, and front-end frameworks (e.g., React, Angular) would be a plus.\n\u2022 Knowledge of authentication and authorization mechanisms, such as OAuth and JWT.\n\u2022 Familiarity with CI/CD pipelines and DevOps practices.\n\u2022 Passion for staying updated with emerging technologies and trends in software development.",
"word_count": 139
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "e71ad834-9f86-4dae-950e-c7179535fe27",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"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": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Write clean, efficient, and maintainable code using best practices and appropriate software design patterns.",
"similarity": 0.6365
},
{
"kra_text": "maintain code quality",
"sentence": "Participate in code reviews to provide and receive constructive feedback and improve code quality.",
"similarity": 0.6237
},
{
"kra_text": "integrate backend APIs",
"sentence": "Extensive backend expertise with a focus on building strong and efficient backend systems and exposure to front-end development.",
"similarity": 0.5104
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5902,
"slug": "react-native-developer",
"total_count": null
},
{
"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": "Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects.",
"similarity": 0.6869
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Design, develop, and implement software solutions that align with project goals and meet quality standards.",
"similarity": 0.5308
},
{
"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": "Extensive backend expertise with a focus on building strong and efficient backend systems and exposure to front-end development.",
"similarity": 0.5274
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5817,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects.",
"similarity": 0.6575
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with team members to identify and resolve technical issues and optimize software performance.",
"similarity": 0.5485
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Design, develop, and implement software solutions that align with project goals and meet quality standards.",
"similarity": 0.5283
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5781,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Participate in code reviews to provide and receive constructive feedback and improve code quality.",
"similarity": 0.584
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with product managers, designers, and other stakeholders to gather and analyze requirements for software projects.",
"similarity": 0.542
},
{
"kra_text": "code review and refactoring",
"sentence": "Write clean, efficient, and maintainable code using best practices and appropriate software design patterns.",
"similarity": 0.5416
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5559,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Participate in code reviews to provide and receive constructive feedback and improve code quality.",
"similarity": 0.584
},
{
"kra_text": "code review and refactoring",
"sentence": "Write clean, efficient, and maintainable code using best practices and appropriate software design patterns.",
"similarity": 0.5416
},
{
"kra_text": "defect diagnosis and performance tuning",
"sentence": "Perform unit testing, debugging, and troubleshooting to ensure software meets functional and performance requirements.",
"similarity": 0.5222
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 82,
"score": 0.5492,
"slug": "node-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 7,
"matched_skills": [
".NET",
".NET Core",
"Azure",
"Azure Kubernetes Service",
"C#",
"Docker",
"REST"
],
"role_id": 83,
"score": 0.5385,
"slug": "dotnet-backend-developer",
"total_count": 13
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 5,
"matched_skills": [
"Azure",
"C#",
"Docker",
"REST",
"microservices"
],
"role_id": 1,
"score": 0.3846,
"slug": "backend-engineer",
"total_count": 13
},
{
"display_name": "Engineering Manager",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Agile",
"Azure",
"REST",
"SQL"
],
"role_id": 121,
"score": 0.3077,
"slug": "engineering-manager",
"total_count": 13
},
{
"display_name": "Scala Backend Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Azure",
"Azure Kubernetes Service",
"REST",
"microservices"
],
"role_id": 87,
"score": 0.3077,
"slug": "scala-backend-developer",
"total_count": 13
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"Azure",
"REST",
"microservices"
],
"role_id": 82,
"score": 0.2308,
"slug": "node-backend-developer",
"total_count": 13
}
]
},
"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",
"Cloud Application Development",
"API and Microservices Design",
"Database Development",
"Containerized Application Management",
"Agile Team Collaboration",
"Code Quality and Testing",
"Problem Solving and Troubleshooting"
],
"matched_kras": [
"Design, develop, and implement software solutions",
"Write clean, efficient, and maintainable code",
"Perform unit testing, debugging, and troubleshooting",
"Participate in code reviews",
"Optimize software performance",
"Contribute to the documentation of software designs",
"Work effectively in an Agile development environment",
"Utilize containerization technologies such as Docker",
"Manage containerized applications using Azure Container Registry (ACR) and Azure Kubernetes Service (AKS)"
],
"matched_skills": [
".NET",
"C#",
"ASP.NET",
".NET Core",
"Docker",
"Azure Container Registry (ACR)",
"Azure Kubernetes Service (AKS)",
"SQL",
"Azure",
"RESTful APIs",
"microservices architecture",
"Git",
"MongoDB",
"Cosmos DB",
"Azure Developer Associate"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is centered on .NET/C# backend development, RESTful APIs, microservices, Azure, databases, and containerized backend systems, which best matches Backend Developer.",
"sub_role": {
"confidence": 0.99,
"display_name": ".NET Backend Developer",
"reasoning": "The JD explicitly centers on C#, ASP.NET, .NET Core, and Azure development, which clearly matches the .NET backend specialization.",
"role_id": 83,
"slug": "dotnet-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1123,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1184,
"r_and_r_preview": "\u2022 Design, develop, and implement software solutions that align with project goals and meet quality standards.\n\u2022 Write clean, efficient, and maintainable code using best practices and appropriate softw",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 16548,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "ASP.NET",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 16549,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Azure Container Registry",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 16550,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Serverless Computing",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
Loading…