Pipeline run
03c41649-16f4-4af1-9f52-d39486d61ffb
Pipeline LLM cost (USD)
API 1: $0.0046
API 2: $0.0000
API 3: $0.0000
Total: $0.0046
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
Designs and ships scalable Node.js/Python backend services and REST APIs, manages SQL/NoSQL data stores, and tunes performance, security, and production reliability with cloud/CI/CD support.
"Architect and Develop Scalable Backend Systems"
Tech stack maturity
Modern Cloud Native
The skill set centers on cloud platforms, containers, Kubernetes, microservices, and CI/CD, which is characteristic of a modern cloud-native backend stack.
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 (21)
Node.js
Python
Microservices
REST
MySQL
PostgreSQL
MongoDB
Redis
AWS
Azure
Google Cloud
CI/CD
Docker
Kubernetes
Terraform
CloudFormation
Serverless Architecture
Prometheus
Grafana
ELK Stack
Code Review
Skill cluster (13 dimension groups, role-scoped)
Cloud Platforms
AWS
Azure
Observability and Incident Response
Prometheus
Grafana
Relational Database Design
MySQL
PostgreSQL
API Design and Contracts
REST
Caching and State Management
Redis
Container Orchestration Platforms
Kubernetes
Deployment and Runtime Configuration
Docker
Infrastructure as Code
Terraform
Microservices and Distributed Systems
Microservices
NoSQL Databases
MongoDB
Programming Languages
Python
Web Application Frameworks
Node.js
Cross-cutting / unaligned
Google Cloud
CI/CD
CloudFormation
Serverless Architecture
ELK Stack
Code Review
Show KRA description ↓
• Architect and Develop Scalable Backend Systems : Lead the design, development, and deployment of high-performance backend systems using Node.js and Python. Focus on building scalable, maintainable, and robust server-side applications.
• Microservices and API Design : Architect and implement microservices-based architectures that promote modularity and efficiency. Design and develop RESTful APIs and ensure seamless integration with other services and front-end applications.
• Database Management : Design, implement, and optimize database solutions. Manage relational (e.g., MySQL, PostgreSQL) and non-relational (e.g., MongoDB, Redis) databases, ensuring high availability and performance.
• Performance Optimization : Continuously monitor and optimize backend systems for performance, scalability, and reliability. Address bottlenecks and implement strategies for load balancing and efficient resource utilization.
• Security Best Practices : Implement strong security measures in backend systems, including data protection, access control, and secure API design. Ensure compliance with industry standards and best practices.
• Code Quality and Best Practices : Lead by example in writing clean, maintainable, and well-documented code. Conduct regular code reviews, enforce coding standards, and ensure adherence to best practices in backend development.
• Cloud Integration : Oversee the integration of backend services with cloud platforms (AWS, Azure, or Google Cloud), utilizing cloud-native features and services to enhance application performance and scalability.
• DevOps Collaboration : Work closely with Development teams to automate deployment processes, implement continuous integration/continuous deployment (CI/CD) pipelines, and ensure smooth operation of the backend services in production environments.
• Mentorship and Leadership : Guide and mentor a team of backend developers, fostering a collaborative and high-performing team environment. Provide technical leadership and support to junior developers.
• Troubleshooting and Debugging : Take ownership of backend issues, conduct root cause analysis, and implement effective solutions. Ensure minimal downtime and quick recovery from incidents.
• Experience : 6 to 8 years of hands-on experience in backend development with astrong emphasis on Node.js and Python. Demonstrated ability to design and build large-scale backend systems.
• Programming Expertise : Deep expertise in backend programming with Node.js and Python, including proficiency with modern frameworks, libraries, and tools.
• Database Proficiency : Extensive experience with both relational (e.g., MySQL, PostgreSQL) and non-relational (e.g., MongoDB, Redis) databases. Strong understanding of database design, indexing, and optimization techniques.
• API Development : Proven track record in designing and implementing RESTful APIs, ensuring they are scalable, secure, and easy to maintain.
• Performance and Scalability : Experience in optimizing backend systems for performance and scalability, including load balancing, caching, and horizontal scaling techniques.
• Cloud Expertise : Familiarity with cloud platforms (AWS, Azure, or Google Cloud) and their backend-related services. Experience in deploying and managing backend systems in a cloud environment.
• Security Focus : Strong understanding of backend security principles, including authentication, authorization, data encryption, and secure API development.
• Problem-Solving : Excellent problem-solving skills, with a proactive approach to identifying and addressing backend challenges.
• Leadership : Experience in leading and mentoring backend development teams, with a focus on fostering collaboration and ensuring code quality.
• Experience with containerization technologies like Docker and orchestration tools like Kubernetes.
• Familiarity with Infrastructure as Code (IaC) tools such as Terraform or CloudFormation.
• Knowledge of serverless architecture and cloud-native development practices.
• Experience with monitoring and logging tools relevant to backend systems, such as Prometheus, Grafana, or ELK stack.
Signals
Skill
backend-engineer
0.79
Alias
backend-engineer
1.00
KRA
backend-engineer
0.66
Post-classification
Centroidupdated · n=887
Alias collision log—
New-role queue—
New skills captured3
New KRA captured—
Captured for admin review
Google Cloud
primary
↔
Backend Developer
pending
Serverless Architecture
↔
Backend Developer
pending
ELK Stack
↔
Backend Developer
pending
Status:
extract_from_jd_done
Created: 2026-05-27T15:18:41.032196Z
Updated: 2026-06-12T16:35:53.065701Z
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
Job Description : Backend Development Lead (Node.js & Python) Function Product & Technology - Backend Development Technologies : Node.js, Python, Microservices, API Development, Database Management, Cloud Infrastructure Job Responsibilities • Architect and Develop Scalable Backend Systems : Lead the design, development, and deployment of high-performance backend systems using Node.js and Python. Focus on building scalable, maintainable, and robust server-side applications. • Microservices and API Design : Architect and implement microservices-based architectures that promote modularity and efficiency. Design and develop RESTful APIs and ensure seamless integration with other services and front-end applications. • Database Management : Design, implement, and optimize database solutions. Manage relational (e.g., MySQL, PostgreSQL) and non-relational (e.g., MongoDB, Redis) databases, ensuring high availability and performance. • Performance Optimization : Continuously monitor and optimize backend systems for performance, scalability, and reliability. Address bottlenecks and implement strategies for load balancing and efficient resource utilization. • Security Best Practices : Implement strong security measures in backend systems, including data protection, access control, and secure API design. Ensure compliance with industry standards and best practices. • Code Quality and Best Practices : Lead by example in writing clean, maintainable, and well-documented code. Conduct regular code reviews, enforce coding standards, and ensure adherence to best practices in backend development. • Cloud Integration : Oversee the integration of backend services with cloud platforms (AWS, Azure, or Google Cloud), utilizing cloud-native features and services to enhance application performance and scalability. • DevOps Collaboration : Work closely with Development teams to automate deployment processes, implement continuous integration/continuous deployment (CI/CD) pipelines, and ensure smooth operation of the backend services in production environments. • Mentorship and Leadership : Guide and mentor a team of backend developers, fostering a collaborative and high-performing team environment. Provide technical leadership and support to junior developers. • Troubleshooting and Debugging : Take ownership of backend issues, conduct root cause analysis, and implement effective solutions. Ensure minimal downtime and quick recovery from incidents. Requirements • Experience : 6 to 8 years of hands-on experience in backend development with astrong emphasis on Node.js and Python. Demonstrated ability to design and build large-scale backend systems. • Programming Expertise : Deep expertise in backend programming with Node.js and Python, including proficiency with modern frameworks, libraries, and tools. Database Proficiency : Extensive experience with both relational (e.g., MySQL, PostgreSQL) and non-relational (e.g., MongoDB, Redis) databases. Strong understanding of database design, indexing, and optimization techniques. • API Development : Proven track record in designing and implementing RESTful APIs, ensuring they are scalable, secure, and easy to maintain. • Performance and Scalability : Experience in optimizing backend systems for performance and scalability, including load balancing, caching, and horizontal scaling techniques. • Cloud Expertise : Familiarity with cloud platforms (AWS, Azure, or Google Cloud) and their backend-related services. Experience in deploying and managing backend systems in a cloud environment. • Security Focus : Strong understanding of backend security principles, including authentication, authorization, data encryption, and secure API development. • Problem-Solving : Excellent problem-solving skills, with a proactive approach to identifying and addressing backend challenges. • Leadership : Experience in leading and mentoring backend development teams, with a focus on fostering collaboration and ensuring code quality. Preferred Qualifications • Experience with containerization technologies like Docker and orchestration tools like Kubernetes. • Familiarity with Infrastructure as Code (IaC) tools such as Terraform or CloudFormation. • Knowledge of serverless architecture and cloud-native development practices. • Experience with monitoring and logging tools relevant to backend systems, such as Prometheus, Grafana, or ELK stack. (ref:hirist.tech)
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Node.js
Primary
No API 2 row (run stopped after API 1 or history missing)
Python
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)
REST
Primary
No API 2 row (run stopped after API 1 or history missing)
MySQL
Primary
No API 2 row (run stopped after API 1 or history missing)
PostgreSQL
Primary
No API 2 row (run stopped after API 1 or history missing)
MongoDB
Primary
No API 2 row (run stopped after API 1 or history missing)
Redis
Primary
No API 2 row (run stopped after API 1 or history missing)
AWS
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)
Google Cloud
Primary
No API 2 row (run stopped after API 1 or history missing)
CI/CD
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)
Kubernetes
Primary
No API 2 row (run stopped after API 1 or history missing)
Terraform
Secondary
No API 2 row (run stopped after API 1 or history missing)
CloudFormation
Secondary
No API 2 row (run stopped after API 1 or history missing)
Serverless Architecture
Secondary
No API 2 row (run stopped after API 1 or history missing)
Prometheus
Secondary
No API 2 row (run stopped after API 1 or history missing)
Grafana
Secondary
No API 2 row (run stopped after API 1 or history missing)
ELK Stack
Secondary
No API 2 row (run stopped after API 1 or history missing)
Code Review
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
RoleBackend Development Lead (Node.js & Python)
Experience6 to 8 years of hands-on experience in backend development
DomainIT Services & Consulting
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 8,
"min": 6,
"raw": "6 to 8 years of hands-on experience in backend development"
},
"job_locations": [],
"role": "Backend Development Lead (Node.js \u0026 Python)",
"role_aliases": [
"Backend Lead",
"Backend Engineer",
"Lead Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 10,
"heading": "Job Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Architect and Develop Scalable",
"last_5_words": "and quick recovery from incidents."
},
"text": "\u2022 Architect and Develop Scalable Backend Systems : Lead the design, development, and deployment of high-performance backend systems using Node.js and Python. Focus on building scalable, maintainable, and robust server-side applications.\n\u2022 Microservices and API Design : Architect and implement microservices-based architectures that promote modularity and efficiency. Design and develop RESTful APIs and ensure seamless integration with other services and front-end applications.\n\u2022 Database Management : Design, implement, and optimize database solutions. Manage relational (e.g., MySQL, PostgreSQL) and non-relational (e.g., MongoDB, Redis) databases, ensuring high availability and performance.\n\u2022 Performance Optimization : Continuously monitor and optimize backend systems for performance, scalability, and reliability. Address bottlenecks and implement strategies for load balancing and efficient resource utilization.\n\u2022 Security Best Practices : Implement strong security measures in backend systems, including data protection, access control, and secure API design. Ensure compliance with industry standards and best practices.\n\u2022 Code Quality and Best Practices : Lead by example in writing clean, maintainable, and well-documented code. Conduct regular code reviews, enforce coding standards, and ensure adherence to best practices in backend development.\n\u2022 Cloud Integration : Oversee the integration of backend services with cloud platforms (AWS, Azure, or Google Cloud), utilizing cloud-native features and services to enhance application performance and scalability.\n\u2022 DevOps Collaboration : Work closely with Development teams to automate deployment processes, implement continuous integration/continuous deployment (CI/CD) pipelines, and ensure smooth operation of the backend services in production environments.\n\u2022 Mentorship and Leadership : Guide and mentor a team of backend developers, fostering a collaborative and high-performing team environment. Provide technical leadership and support to junior developers.\n\u2022 Troubleshooting and Debugging : Take ownership of backend issues, conduct root cause analysis, and implement effective solutions. Ensure minimal downtime and quick recovery from incidents.",
"word_count": 309
},
{
"bullet_count": 9,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Experience : 6 to 8",
"last_5_words": "and ensuring code quality."
},
"text": "\u2022 Experience : 6 to 8 years of hands-on experience in backend development with astrong emphasis on Node.js and Python. Demonstrated ability to design and build large-scale backend systems.\n\u2022 Programming Expertise : Deep expertise in backend programming with Node.js and Python, including proficiency with modern frameworks, libraries, and tools.\n\u2022 Database Proficiency : Extensive experience with both relational (e.g., MySQL, PostgreSQL) and non-relational (e.g., MongoDB, Redis) databases. Strong understanding of database design, indexing, and optimization techniques.\n\u2022 API Development : Proven track record in designing and implementing RESTful APIs, ensuring they are scalable, secure, and easy to maintain.\n\u2022 Performance and Scalability : Experience in optimizing backend systems for performance and scalability, including load balancing, caching, and horizontal scaling techniques.\n\u2022 Cloud Expertise : Familiarity with cloud platforms (AWS, Azure, or Google Cloud) and their backend-related services. Experience in deploying and managing backend systems in a cloud environment.\n\u2022 Security Focus : Strong understanding of backend security principles, including authentication, authorization, data encryption, and secure API development.\n\u2022 Problem-Solving : Excellent problem-solving skills, with a proactive approach to identifying and addressing backend challenges.\n\u2022 Leadership : Experience in leading and mentoring backend development teams, with a focus on fostering collaboration and ensuring code quality.",
"word_count": 263
},
{
"bullet_count": 4,
"heading": "Preferred Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Experience with containerization technologies",
"last_5_words": "or Prometheus, Grafana, or ELK stack."
},
"text": "\u2022 Experience with containerization technologies like Docker and orchestration tools like Kubernetes.\n\u2022 Familiarity with Infrastructure as Code (IaC) tools such as Terraform or CloudFormation.\n\u2022 Knowledge of serverless architecture and cloud-native development practices.\n\u2022 Experience with monitoring and logging tools relevant to backend systems, such as Prometheus, Grafana, or ELK stack.",
"word_count": 56
}
],
"urls": [
{
"type": "other",
"url": "https://hirist.tech"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Node.js"
},
{
"is_primary": true,
"skill_name": "Python"
},
{
"is_primary": true,
"skill_name": "Microservices"
},
{
"is_primary": true,
"skill_name": "REST"
},
{
"is_primary": true,
"skill_name": "MySQL"
},
{
"is_primary": true,
"skill_name": "PostgreSQL"
},
{
"is_primary": true,
"skill_name": "MongoDB"
},
{
"is_primary": true,
"skill_name": "Redis"
},
{
"is_primary": true,
"skill_name": "AWS"
},
{
"is_primary": true,
"skill_name": "Azure"
},
{
"is_primary": true,
"skill_name": "Google Cloud"
},
{
"is_primary": true,
"skill_name": "CI/CD"
},
{
"is_primary": true,
"skill_name": "Docker"
},
{
"is_primary": true,
"skill_name": "Kubernetes"
},
{
"is_primary": false,
"skill_name": "Terraform"
},
{
"is_primary": false,
"skill_name": "CloudFormation"
},
{
"is_primary": false,
"skill_name": "Serverless Architecture"
},
{
"is_primary": false,
"skill_name": "Prometheus"
},
{
"is_primary": false,
"skill_name": "Grafana"
},
{
"is_primary": false,
"skill_name": "ELK Stack"
},
{
"is_primary": false,
"skill_name": "Code Review"
}
],
"jd_role": {
"display_name": "Backend Development Lead (Node.js \u0026 Python)",
"rationale": null,
"role_aliases": [
"Backend Lead",
"Backend Engineer",
"Lead Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 8,
"min": 6,
"raw": "6 to 8 years of hands-on experience in backend development"
},
"job_locations": [],
"role": "Backend Development Lead (Node.js \u0026 Python)",
"role_aliases": [
"Backend Lead",
"Backend Engineer",
"Lead Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 10,
"heading": "Job Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Architect and Develop Scalable",
"last_5_words": "and quick recovery from incidents."
},
"text": "\u2022 Architect and Develop Scalable Backend Systems : Lead the design, development, and deployment of high-performance backend systems using Node.js and Python. Focus on building scalable, maintainable, and robust server-side applications.\n\u2022 Microservices and API Design : Architect and implement microservices-based architectures that promote modularity and efficiency. Design and develop RESTful APIs and ensure seamless integration with other services and front-end applications.\n\u2022 Database Management : Design, implement, and optimize database solutions. Manage relational (e.g., MySQL, PostgreSQL) and non-relational (e.g., MongoDB, Redis) databases, ensuring high availability and performance.\n\u2022 Performance Optimization : Continuously monitor and optimize backend systems for performance, scalability, and reliability. Address bottlenecks and implement strategies for load balancing and efficient resource utilization.\n\u2022 Security Best Practices : Implement strong security measures in backend systems, including data protection, access control, and secure API design. Ensure compliance with industry standards and best practices.\n\u2022 Code Quality and Best Practices : Lead by example in writing clean, maintainable, and well-documented code. Conduct regular code reviews, enforce coding standards, and ensure adherence to best practices in backend development.\n\u2022 Cloud Integration : Oversee the integration of backend services with cloud platforms (AWS, Azure, or Google Cloud), utilizing cloud-native features and services to enhance application performance and scalability.\n\u2022 DevOps Collaboration : Work closely with Development teams to automate deployment processes, implement continuous integration/continuous deployment (CI/CD) pipelines, and ensure smooth operation of the backend services in production environments.\n\u2022 Mentorship and Leadership : Guide and mentor a team of backend developers, fostering a collaborative and high-performing team environment. Provide technical leadership and support to junior developers.\n\u2022 Troubleshooting and Debugging : Take ownership of backend issues, conduct root cause analysis, and implement effective solutions. Ensure minimal downtime and quick recovery from incidents.",
"word_count": 309
},
{
"bullet_count": 9,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Experience : 6 to 8",
"last_5_words": "and ensuring code quality."
},
"text": "\u2022 Experience : 6 to 8 years of hands-on experience in backend development with astrong emphasis on Node.js and Python. Demonstrated ability to design and build large-scale backend systems.\n\u2022 Programming Expertise : Deep expertise in backend programming with Node.js and Python, including proficiency with modern frameworks, libraries, and tools.\n\u2022 Database Proficiency : Extensive experience with both relational (e.g., MySQL, PostgreSQL) and non-relational (e.g., MongoDB, Redis) databases. Strong understanding of database design, indexing, and optimization techniques.\n\u2022 API Development : Proven track record in designing and implementing RESTful APIs, ensuring they are scalable, secure, and easy to maintain.\n\u2022 Performance and Scalability : Experience in optimizing backend systems for performance and scalability, including load balancing, caching, and horizontal scaling techniques.\n\u2022 Cloud Expertise : Familiarity with cloud platforms (AWS, Azure, or Google Cloud) and their backend-related services. Experience in deploying and managing backend systems in a cloud environment.\n\u2022 Security Focus : Strong understanding of backend security principles, including authentication, authorization, data encryption, and secure API development.\n\u2022 Problem-Solving : Excellent problem-solving skills, with a proactive approach to identifying and addressing backend challenges.\n\u2022 Leadership : Experience in leading and mentoring backend development teams, with a focus on fostering collaboration and ensuring code quality.",
"word_count": 263
},
{
"bullet_count": 4,
"heading": "Preferred Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Experience with containerization technologies",
"last_5_words": "or Prometheus, Grafana, or ELK stack."
},
"text": "\u2022 Experience with containerization technologies like Docker and orchestration tools like Kubernetes.\n\u2022 Familiarity with Infrastructure as Code (IaC) tools such as Terraform or CloudFormation.\n\u2022 Knowledge of serverless architecture and cloud-native development practices.\n\u2022 Experience with monitoring and logging tools relevant to backend systems, such as Prometheus, Grafana, or ELK stack.",
"word_count": 56
}
],
"urls": [
{
"type": "other",
"url": "https://hirist.tech"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "03c41649-16f4-4af1-9f52-d39486d61ffb",
"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": "Backend Developer",
"kra_matches": [
{
"kra_text": "Designs and maintains RESTful and GraphQL API interfaces with proper authentication, versioning, rate limiting, and documentation for frontend and third-party consumers.",
"sentence": "Design and develop RESTful APIs and ensure seamless integration with other services and front-end applications.",
"similarity": 0.6874
},
{
"kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
"sentence": "Performance and Scalability : Experience in optimizing backend systems for performance and scalability, including load balancing, caching, and horizontal scaling techniques.",
"similarity": 0.6599
},
{
"kra_text": "Identifies and resolves backend performance bottlenecks through query optimization, indexing strategies, connection pooling, and distributed caching with Redis.",
"sentence": "Performance Optimization : Continuously monitor and optimize backend systems for performance, scalability, and reliability.",
"similarity": 0.6425
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.6633,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Code Quality and Best Practices : Lead by example in writing clean, maintainable, and well-documented code.",
"similarity": 0.6669
},
{
"kra_text": "maintain code quality",
"sentence": "Conduct regular code reviews, enforce coding standards, and ensure adherence to best practices in backend development.",
"similarity": 0.6123
},
{
"kra_text": "integrate backend APIs",
"sentence": "Design and develop RESTful APIs and ensure seamless integration with other services and front-end applications.",
"similarity": 0.6027
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.6273,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Manage relational (e.g. , MySQL, PostgreSQL) and non-relational (e.g. , MongoDB, Redis) databases, ensuring high availability and performance.",
"similarity": 0.6578
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Database Proficiency : Extensive experience with both relational (e.g. , MySQL, PostgreSQL) and non-relational (e.g. , MongoDB, Redis) databases.",
"similarity": 0.6171
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Database Management : Design, implement, and optimize database solutions.",
"similarity": 0.5915
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.6221,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "backend performance tuning",
"sentence": "Performance Optimization : Continuously monitor and optimize backend systems for performance, scalability, and reliability.",
"similarity": 0.6584
},
{
"kra_text": "backend performance tuning",
"sentence": "Performance and Scalability : Experience in optimizing backend systems for performance and scalability, including load balancing, caching, and horizontal scaling techniques.",
"similarity": 0.6162
},
{
"kra_text": "backend performance tuning",
"sentence": "Address bottlenecks and implement strategies for load balancing and efficient resource utilization.",
"similarity": 0.5297
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.6015,
"slug": "java-backend-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": "DevOps Collaboration : Work closely with Development teams to automate deployment processes, implement continuous integration/continuous deployment (CI/CD) pipelines, and ensure smooth operation of the backend services in production environments.",
"similarity": 0.7101
},
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "Ensure minimal downtime and quick recovery from incidents.",
"similarity": 0.5662
},
{
"kra_text": "Provisions and manages cloud infrastructure on AWS, Azure, or GCP using Terraform or CloudFormation to enforce infrastructure-as-code standards.",
"sentence": "Cloud Expertise : Familiarity with cloud platforms (AWS, Azure, or Google Cloud) and their backend-related services.",
"similarity": 0.5039
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5934,
"slug": "devops-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 11,
"matched_skills": [
"AWS",
"Azure",
"Docker",
"MongoDB",
"MySQL",
"Node.js",
"PostgreSQL",
"Python",
"REST",
"Redis",
"microservices"
],
"role_id": 1,
"score": 0.7857,
"slug": "backend-engineer",
"total_count": 14
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 8,
"matched_skills": [
"AWS",
"Azure",
"MySQL",
"Node.js",
"PostgreSQL",
"REST",
"Redis",
"microservices"
],
"role_id": 82,
"score": 0.5714,
"slug": "node-backend-developer",
"total_count": 14
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 8,
"matched_skills": [
"AWS",
"Azure",
"MySQL",
"Node.js",
"PostgreSQL",
"Python",
"REST",
"Redis"
],
"role_id": 80,
"score": 0.5714,
"slug": "python-backend-developer",
"total_count": 14
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 7,
"matched_skills": [
"AWS",
"Azure",
"MySQL",
"Node.js",
"PostgreSQL",
"Python",
"REST"
],
"role_id": 15,
"score": 0.5,
"slug": "full-stack-engineer",
"total_count": 14
},
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 7,
"matched_skills": [
"AWS",
"Azure",
"Docker",
"MySQL",
"PostgreSQL",
"REST",
"Redis"
],
"role_id": 83,
"score": 0.5,
"slug": "dotnet-backend-developer",
"total_count": 14
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"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
},
"confidence": 1.0,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top backend-engineer 0.79 does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 887,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 13691,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Google Cloud",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 13692,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Serverless Architecture",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 13693,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "ELK Stack",
"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…