Pipeline run
3f9a2109-a565-400f-ae39-64e04b8b4a10
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
As a senior software developer, you will be responsible for the development of mission critical applications, while working with a team of developers. You will design, develop, document, test and debu…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db
Domain=Software Engineering; The JD centers on mission-critical application development, technical specifications, integration software, cloud-based solutions, and full lifecycle software engineering, which best matches a backend/software engineer role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Description United's Digital Technology team designs, develops, and maintains massively scaling technology solutions brought to life with innovative architectures, data analytics, and digital solutions. Our Values: At United Airlines, we believe that inclusion propels innovation and is the foundation of all that we do. Our Shared Purpose: "Connecting people. Uniting the world." drives us to be the best airline for our employees, customers, and everyone we serve, and we can only do that with a truly diverse and inclusive workforce. Our team spans the globe and is made up of diverse individuals all working together with cutting-edge technology to build the best airline in the history of aviation. With multiple employee-run "Business Resource Group" communities and world-class benefits like health insurance, parental leave, and space available travel, United is truly a one-of-a-kind place to work that will make you feel welcome and accepted. Come join our team and help us make a positive impact on the world. Job Overview And Responsibilities As a senior software developer, you will be responsible for the development of mission critical applications, while working with a team of developers. You will design, develop, document, test and debug new and existing applications. Additionally, as a senior developer, you will build these applications with a focus on delivering cloud-based solutions. The individual will use leading edge technologies and enterprise grade integration software daily. You will be relied upon to help take this team to the next level from a technological standpoint. • Participate in full development life cycle including requirements analysis and design • Serve as technical expert on development projects • Write technical specifications based on conceptual design and stated business requirements • Support, maintain, and document software functionality • Identify and evaluate new technologies for implementation • Analyze code to find causes of errors and revise programs as needed • Participate in software design meetings and analyze user needs to determine technical requirements • Consult with end user to prototype, refine, test, and debug programs to meet needs • Recognized as expert in field, knowledgeable of emerging trends and industry practices • Conducts the most complex and vital work critical to the organization • Works without supervision with complete latitude for independent judgment • May mentor less experienced peers and display leadership as needed This position is offered on local terms and conditions. Expatriate assignments and sponsorship for employment visas, even on a time-limited visa status, will not be awarded. United Airlines is an equal opportunity employer. United Airlines recruits, employs, trains, compensates, and promotes regardless of race, religion, color, national origin, gender identity, sexual orientation, physical ability, age, veteran status, and other protected status as required by applicable law. Qualifications Qualifications - External Required • Bachelor’s degree or higher in Computer Science, Computer Engineering, Electrical Engineering, Management Information Systems and/or equivalent work experience • 5+ years of experience in design, development, documenting, testing, and debugging of new and existing software systems and/or applications for market sale or large-scale proprietary software for internal use • 5+ years of experience with Software Development Languages & Tools, C#, ASP.NET/MVC, Web API, WCF, MS Visual Studio, MS TFS, GitHub • Strong knowledge of Microsoft .NET Framework, Microsoft NET Core, SQL, No SQL and Design Patterns • Excellent knowledge of Object-Oriented systems design, Application Development, Messaging and In-memory Distributed Caching platforms • Proficiency in Software Development best practices such as - Continuous Integration, Unit / Integration testing, Code reviews • Thorough knowledge and experience with Microsoft Technology Stack, MSMQ, NET Framework 4.x • 2+ year of experience with the Cloud Computing – AWS, Open Shift, Kubernetes and Docker Containers, Azure, NET Core 2.x • 2+ year of experience with NoSQL Database such as Couch base, MongoDB, Elastic Search and Distributed Queues such as Apache Kafka • Worked closely with the architect for development of applications • 3 years of IT experience developing business critical applications • Successful completion of interview required to meet job qualification • Reliable, punctual attendance is an essential function of the position • Must be legally authorized to work in India for any employer without sponsorship • Must be fluent in English and Hindu (written and spoken) • Successful completion of interview required to meet job qualification • Reliable, punctual attendance is an essential function of the position Preferred • Master's Degree in Computer Science, Information Systems • Airlines industry experience • Experience with PCI DSS • Experience with Functional Programming Equal Opportunity Employer - Minorities/Women/Veterans/Disabled/LGBT GGN00001132
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
- Cloud (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Domain
- Sub-category
- Cloud Computing
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Cloud is a hiring-pipeline staple: AWS, Azure, and GCP appear in a large share of modern infrastructure JDs, and major vendors continue expanding cloud services rather than sunsetting them.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 37
- Sub-category id
- 1177
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cloud Platforms Catalog dimension db id 20
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Cyber Security Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, ML Engineer, MLOps Engineer, Node.js Backend Developer, Python Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cloud Platforms
cloud-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| Cloud | in_db |
Cloud Platforms
cloud-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "United\u0027s Digital Technology team designs",
"last_5_words": "help us make a positive impact"
},
"text": "United\u0027s Digital Technology team designs, develops, and maintains massively scaling technology solutions brought to life with innovative architectures, data analytics, and digital solutions.\n\nOur Values: At United Airlines, we believe that inclusion propels innovation and is the foundation of all that we do. Our Shared Purpose: \"Connecting people. Uniting the world.\" drives us to be the best airline for our employees, customers, and everyone we serve, and we can only do that with a truly diverse and inclusive workforce. Our team spans the globe and is made up of diverse individuals all working together with cutting-edge technology to build the best airline in the history of aviation.\n\nWith multiple employee-run \"Business Resource Group\" communities and world-class benefits like health insurance, parental leave, and space available travel, United is truly a one-of-a-kind place to work that will make you feel welcome and accepted. Come join our team and help us make a positive impact on the world.",
"word_count": 164
},
"certifications": [],
"company_name": "United Airlines",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Aviation",
"Airlines"
],
"domain": "Aerospace \u0026 Defense"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Computer Engineering / Electrical Engineering / Management Information Systems (or equivalent)",
"raw": "Bachelor\u2019s degree or higher in Computer Science, Computer Engineering, Electrical Engineering, Management Information Systems and/or equivalent work experience",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME - Computer Science / Information Systems",
"raw": "Master\u0027s Degree in Computer Science, Information Systems",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years of experience in design, development, documenting, testing, and debugging of new and existing software systems and/or applications for market sale or large-scale proprietary software for internal use"
},
"job_locations": [],
"role": "Senior Software Developer",
"role_aliases": [
"Software Developer",
"Senior Developer",
"SDE"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "Job Overview And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As a senior software developer,",
"last_5_words": "and display leadership as needed"
},
"text": "As a senior software developer, you will be responsible for the development of mission critical applications, while working with a team of developers. You will design, develop, document, test and debug new and existing applications. Additionally, as a senior developer, you will build these applications with a focus on delivering cloud-based solutions. The individual will use leading edge technologies and enterprise grade integration software daily. You will be relied upon to help take this team to the next level from a technological standpoint.\n\u2022 Participate in full development life cycle including requirements analysis and design\n\u2022 Serve as technical expert on development projects\n\u2022 Write technical specifications based on conceptual design and stated business requirements\n\u2022 Support, maintain, and document software functionality\n\u2022 Identify and evaluate new technologies for implementation\n\u2022 Analyze code to find causes of errors and revise programs as needed\n\u2022 Participate in software design meetings and analyze user needs to determine technical requirements\n\u2022 Consult with end user to prototype, refine, test, and debug programs to meet needs\n\u2022 Recognized as expert in field, knowledgeable of emerging trends and industry practices\n\u2022 Conducts the most complex and vital work critical to the organization\n\u2022 Works without supervision with complete latitude for independent judgment\n\u2022 May mentor less experienced peers and display leadership as needed",
"word_count": 292
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Cloud"
}
],
"jd_role": {
"display_name": "Senior Software Developer",
"rationale": null,
"role_aliases": [
"Software Developer",
"Senior Developer",
"SDE"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "United\u0027s Digital Technology team designs",
"last_5_words": "help us make a positive impact"
},
"text": "United\u0027s Digital Technology team designs, develops, and maintains massively scaling technology solutions brought to life with innovative architectures, data analytics, and digital solutions.\n\nOur Values: At United Airlines, we believe that inclusion propels innovation and is the foundation of all that we do. Our Shared Purpose: \"Connecting people. Uniting the world.\" drives us to be the best airline for our employees, customers, and everyone we serve, and we can only do that with a truly diverse and inclusive workforce. Our team spans the globe and is made up of diverse individuals all working together with cutting-edge technology to build the best airline in the history of aviation.\n\nWith multiple employee-run \"Business Resource Group\" communities and world-class benefits like health insurance, parental leave, and space available travel, United is truly a one-of-a-kind place to work that will make you feel welcome and accepted. Come join our team and help us make a positive impact on the world.",
"word_count": 164
},
"certifications": [],
"company_name": "United Airlines",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Aviation",
"Airlines"
],
"domain": "Aerospace \u0026 Defense"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Computer Engineering / Electrical Engineering / Management Information Systems (or equivalent)",
"raw": "Bachelor\u2019s degree or higher in Computer Science, Computer Engineering, Electrical Engineering, Management Information Systems and/or equivalent work experience",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME - Computer Science / Information Systems",
"raw": "Master\u0027s Degree in Computer Science, Information Systems",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "5+ years of experience in design, development, documenting, testing, and debugging of new and existing software systems and/or applications for market sale or large-scale proprietary software for internal use"
},
"job_locations": [],
"role": "Senior Software Developer",
"role_aliases": [
"Software Developer",
"Senior Developer",
"SDE"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "Job Overview And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "As a senior software developer,",
"last_5_words": "and display leadership as needed"
},
"text": "As a senior software developer, you will be responsible for the development of mission critical applications, while working with a team of developers. You will design, develop, document, test and debug new and existing applications. Additionally, as a senior developer, you will build these applications with a focus on delivering cloud-based solutions. The individual will use leading edge technologies and enterprise grade integration software daily. You will be relied upon to help take this team to the next level from a technological standpoint.\n\u2022 Participate in full development life cycle including requirements analysis and design\n\u2022 Serve as technical expert on development projects\n\u2022 Write technical specifications based on conceptual design and stated business requirements\n\u2022 Support, maintain, and document software functionality\n\u2022 Identify and evaluate new technologies for implementation\n\u2022 Analyze code to find causes of errors and revise programs as needed\n\u2022 Participate in software design meetings and analyze user needs to determine technical requirements\n\u2022 Consult with end user to prototype, refine, test, and debug programs to meet needs\n\u2022 Recognized as expert in field, knowledgeable of emerging trends and industry practices\n\u2022 Conducts the most complex and vital work critical to the organization\n\u2022 Works without supervision with complete latitude for independent judgment\n\u2022 May mentor less experienced peers and display leadership as needed",
"word_count": 292
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "3f9a2109-a565-400f-ae39-64e04b8b4a10",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Participate in software design meetings and analyze user needs to determine technical requirements",
"similarity": 0.593
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Consult with end user to prototype, refine, test, and debug programs to meet needs",
"similarity": 0.5735
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Participate in full development life cycle including requirements analysis and design",
"similarity": 0.5326
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5664,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Write technical specifications based on conceptual design and stated business requirements",
"similarity": 0.5509
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Participate in software design meetings and analyze user needs to determine technical requirements",
"similarity": 0.5456
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Participate in full development life cycle including requirements analysis and design",
"similarity": 0.5409
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.5458,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Consult with end user to prototype, refine, test, and debug programs to meet needs",
"similarity": 0.5495
},
{
"kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
"sentence": "Support, maintain, and document software functionality",
"similarity": 0.5332
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Participate in software design meetings and analyze user needs to determine technical requirements",
"similarity": 0.5251
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5359,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "translate product and design requirements",
"sentence": "Write technical specifications based on conceptual design and stated business requirements",
"similarity": 0.5712
},
{
"kra_text": "translate product and design requirements",
"sentence": "Participate in software design meetings and analyze user needs to determine technical requirements",
"similarity": 0.5293
},
{
"kra_text": "support release readiness",
"sentence": "Support, maintain, and document software functionality",
"similarity": 0.5038
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5348,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "React Frontend Developer",
"kra_matches": [
{
"kra_text": "translate product and design requirements",
"sentence": "Write technical specifications based on conceptual design and stated business requirements",
"similarity": 0.5712
},
{
"kra_text": "translate product and design requirements",
"sentence": "Participate in software design meetings and analyze user needs to determine technical requirements",
"similarity": 0.5293
},
{
"kra_text": "translate product and design requirements",
"sentence": "Participate in full development life cycle including requirements analysis and design",
"similarity": 0.4799
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 89,
"score": 0.5268,
"slug": "react-frontend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Data Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Cloud"
],
"role_id": 2,
"score": 1.0,
"slug": "data-engineer",
"total_count": 1
},
{
"display_name": "ML Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Cloud"
],
"role_id": 3,
"score": 1.0,
"slug": "ml-engineer",
"total_count": 1
},
{
"display_name": "Cyber Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Cloud"
],
"role_id": 5,
"score": 1.0,
"slug": "cybersecurity-engineer",
"total_count": 1
},
{
"display_name": "DevOps Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Cloud"
],
"role_id": 10,
"score": 1.0,
"slug": "devops-engineer",
"total_count": 1
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Cloud"
],
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": 1
}
]
},
"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": 0.95,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Software Application Development",
"Cloud Solution Development",
"Systems Integration",
"Full Development Lifecycle",
"Technical Leadership"
],
"matched_kras": [
"Design, develop, document, test and debug new and existing applications",
"Participate in full development life cycle including requirements analysis and design",
"Serve as technical expert on development projects",
"Write technical specifications based on conceptual design",
"Support, maintain, and document software functionality",
"Identify and evaluate new technologies for implementation",
"Analyze code to find causes of errors and revise programs",
"Consult with end user to prototype, refine, test, and debug programs"
],
"matched_skills": [
"cloud-based solutions",
"enterprise grade integration software",
"technical specifications",
"requirements analysis",
"software design",
"code",
"debug",
"prototype"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD centers on mission-critical application development, technical specifications, integration software, cloud-based solutions, and full lifecycle software engineering, which best matches a backend/software engineer role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 354,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 389,
"r_and_r_preview": "As a senior software developer, you will be responsible for the development of mission critical applications, while working with a team of developers. You will design, develop, document, test and debu",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2518,
"existing_alias_text": "Cloud",
"input_term": "Cloud",
"matched_canonical": {
"category_id": 37,
"display_name": "Cloud",
"id": 1572,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "cloud",
"sub_category_id": 1177,
"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": "Backend Developer",
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"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"
},
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering; The JD centers on mission-critical application development, technical specifications, integration software, cloud-based solutions, and full lifecycle software engineering, which best matches a backend/software engineer role.",
"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": "Cloud Platforms",
"id": 20,
"rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
"slug": "cloud-platforms",
"source": "db"
},
"input_skill": "Cloud",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"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"
},
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Cloud"
],
"input_llm_skills": [
"Cloud"
],
"new_aliases_persisted": 0,
"run_id": "3f9a2109-a565-400f-ae39-64e04b8b4a10",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Cloud",
"alias_type": "CANONICAL",
"id": 2518,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 37,
"display_name": "Cloud",
"id": 1572,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "cloud",
"sub_category_id": 1177,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Platforms",
"id": 20,
"rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
"slug": "cloud-platforms",
"source": "db"
},
"input_skill": "Cloud",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"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"
},
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Cloud",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering; The JD centers on mission-critical application development, technical specifications, integration software, cloud-based solutions, and full lifecycle software engineering, which best matches a backend/software engineer role.",
"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"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Cloud",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cloud Platforms",
"id": 20,
"rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
"slug": "cloud-platforms",
"source": "db"
},
"dimension_id": 20,
"input_skill": "Cloud",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"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"
},
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Go Backend Developer",
"id": 81,
"rationale": null,
"role_archetype": "Engineering",
"slug": "go-backend-developer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
"role_archetype": "Engineering",
"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
"source": "db"
},
{
"display_name": "MLOps Engineer",
"id": 16,
"rationale": null,
"role_archetype": null,
"slug": "ml-ops-engineer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1572,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "3f9a2109-a565-400f-ae39-64e04b8b4a10"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.