Pipeline run
f692f8d0-8d7c-4dc0-950a-7143bc7c79f8
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
The primary objective of “Software Engineering” specialization within “Engineering(PD)” Job Family is to design, develop, test and deliver software that meets our business and customer needs. Key resp…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
CASE Aslug: backend-engineer · id: 1 · source: db
Exact alias hit on backend-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
ResMed has always applied the best of technology to improve people's lives. Now our SaaS technology is fueling a new era in the healthcare industry, with dynamic systems that change the way people receive care in settings outside of the hospital–and tools that work every day to help people stay well, longer. We have one of the largest actionable datasets in the industry, creating a complete view of people as they move between care settings. This is how we empower providers–with vital insight to deliver the care people need, right when they need it. We're also ensuring that our health solutions connect to other companies' networks. Because when objectives align, everyone wins. And as we work today to drive better care and lower costs, we're developing more personalized solutions for tomorrow, utilizing machine learning, intelligent care paths, and predictive protocols. If you are an innovator who wants to make an impact we want to talk to you! We have exciting opportunities supporting Brightree by ResMed and MatrixCare by ResMed! The primary role of Engineering function within Product Development team is to create specifications and designs for new products or improvements and enhancements to existing products. Works closely with customers, developers and other stakeholders to understand and define customer needs in these designs. Features are aligned to a timetable and areas of responsibility. Developers may solicit customers for feedback regarding product usability and desired future enhancements. Software Engineers who design, write and test code for the product should be matched in the either Software Engineering Applications or Systems. Product developers who specialize in hardware systems should be matched to Hardware Engineering. Let’s Talk About Responsibilities • The primary objective of “Software Engineering” specialization within “Engineering(PD)” Job Family is to design, develop, test and deliver software that meets our business and customer needs. • Key responsibilities include: Design, develop and test software; Verify software behavior meets requirements through manual and automated tests; Deliver quality product within timeline; Document product design; Analyze, debug and help resolve customer issues; Collaborate and communicate effectively with all stakeholders required. • Performs work in a specialized area of expertise that requires knowledge of fundamental themes, principles and concepts. Typically requires a university degree or equivalent work experience. • Responsibilities might include: • Performing routine professional-based activities (early in career) • Contributing to and managing projects (mid-career) • Providing advice/direction in primary areas of expertise (specialist and expert) • Leveraging professional expertise and relationships to contribute to strategy and drive business results (principal)relationships to contribute to strategy and drive business results (principal) • Networks with contacts outside own area of expertise. • Leads a cooperative effort among members of a project team. • Works independently, with guidance in only the most complex situations. • Frequently leads sub-functional teams or projects and train and mentor junior team members. • Serves as a best practice resource within own area of work. Required Let’s talk about Qualifications and Experience • Bachelor’s Degree in computer science or equivalent experience • 8+ years experience with C# (.NET ) • 8+ years experience with Object Oriented Programming • 8+ years experience writing Stored Procedures, Functions and Triggers in Transact SQL on Microsoft SQL Server and/or Oracle • Mobile development experience with Xamarin Forms or MAUI • Experience documenting technical requirements • Experience with RESTful Web Services • Experience with ASP.NET • Experience with full product lifecycle development processes in a software company • Experience developing enterprise software applications in an n-tier architecture • Experience with JavaScript frameworks • Extensive experience with GUI design for non-technical users • Experience developing multi-threaded applications • Strong Interpersonal skills required Additional Plus • Angular 2+, JavaScript, JQuery and HTML5 offline application development • Knowledge of LTPAC Industry a big plus • Experience with Cloud Computing Services like Azure Service Bus and Azure Functions • EDI and Insurance claim processing • Experience with an integration engine (e.g. BizTalk, Rhapsody, Corepoint or Mirth) • Knowledge of the Agile - Scrum Development Processes Preferred • Bachelor’s degree. • Minimum of 8 years of related experience. • Applies functional knowledge and existing methodologies to solve complex problems or execute specialized projects. • Exercises judgment in selecting methods, techniques and evaluation criteria for obtaining results. • Determines methods and procedures on new assignments. Joining us is more than saying “yes” to making the world a healthier place. It’s discovering a career that’s challenging, supportive and inspiring. Where a culture driven by excellence helps you not only meet your goals, but also create new ones. We focus on creating a diverse and inclusive culture, encouraging individual expression in the workplace and thrive on the innovative ideas this generates. If this sounds like the workplace for you, apply now!
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Software Engineering | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Testing | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "ResMed has always applied the",
"last_5_words": "care people need, right when"
},
"text": "ResMed has always applied the best of technology to improve people\u0027s lives. Now our SaaS technology is fueling a new era in the healthcare industry, with dynamic systems that change the way people receive care in settings outside of the hospital\u2013and tools that work every day to help people stay well, longer. We have one of the largest actionable datasets in the industry, creating a complete view of people as they move between care settings. This is how we empower providers\u2013with vital insight to deliver the care people need, right when they need it.",
"word_count": 84
},
"certifications": [],
"company_name": "ResMed",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"HealthTech",
"MedTech"
],
"domain": "Healthcare"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or equivalent)",
"raw": "Bachelor\u2019s Degree in computer science or equivalent experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 8,
"raw": "8+ years experience"
},
"job_locations": [],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The primary objective of \u201cSoftware",
"last_5_words": "resource within own area of work."
},
"text": "The primary objective of \u201cSoftware Engineering\u201d specialization within \u201cEngineering(PD)\u201d Job Family is to design, develop, test and deliver software that meets our business and customer needs.\nKey responsibilities include: Design, develop and test software; Verify software behavior meets requirements through manual and automated tests; Deliver quality product within timeline; Document product design; Analyze, debug and help resolve customer issues; Collaborate and communicate effectively with all stakeholders required.\nPerforms work in a specialized area of expertise that requires knowledge of fundamental themes, principles and concepts. Typically requires a university degree or equivalent work experience.\nResponsibilities might include:\nPerforming routine professional-based activities (early in career)\nContributing to and managing projects (mid-career)\nProviding advice/direction in primary areas of expertise (specialist and expert)\nLeveraging professional expertise and relationships to contribute to strategy and drive business results (principal)relationships to contribute to strategy and drive business results (principal)\nNetworks with contacts outside own area of expertise.\nLeads a cooperative effort among members of a project team.\nWorks independently, with guidance in only the most complex situations.\nFrequently leads sub-functional teams or projects and train and mentor junior team members.\nServes as a best practice resource within own area of work.",
"word_count": 307
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Software Engineering"
},
{
"is_primary": true,
"skill_name": "Testing"
}
],
"jd_role": {
"display_name": "Software Engineer",
"rationale": null,
"role_aliases": [
"Software Developer",
"SWE",
"Application Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "ResMed has always applied the",
"last_5_words": "care people need, right when"
},
"text": "ResMed has always applied the best of technology to improve people\u0027s lives. Now our SaaS technology is fueling a new era in the healthcare industry, with dynamic systems that change the way people receive care in settings outside of the hospital\u2013and tools that work every day to help people stay well, longer. We have one of the largest actionable datasets in the industry, creating a complete view of people as they move between care settings. This is how we empower providers\u2013with vital insight to deliver the care people need, right when they need it.",
"word_count": 84
},
"certifications": [],
"company_name": "ResMed",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"HealthTech",
"MedTech"
],
"domain": "Healthcare"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or equivalent)",
"raw": "Bachelor\u2019s Degree in computer science or equivalent experience",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 8,
"raw": "8+ years experience"
},
"job_locations": [],
"role": "Software Engineer",
"role_aliases": [
"Software Developer",
"SWE",
"Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The primary objective of \u201cSoftware",
"last_5_words": "resource within own area of work."
},
"text": "The primary objective of \u201cSoftware Engineering\u201d specialization within \u201cEngineering(PD)\u201d Job Family is to design, develop, test and deliver software that meets our business and customer needs.\nKey responsibilities include: Design, develop and test software; Verify software behavior meets requirements through manual and automated tests; Deliver quality product within timeline; Document product design; Analyze, debug and help resolve customer issues; Collaborate and communicate effectively with all stakeholders required.\nPerforms work in a specialized area of expertise that requires knowledge of fundamental themes, principles and concepts. Typically requires a university degree or equivalent work experience.\nResponsibilities might include:\nPerforming routine professional-based activities (early in career)\nContributing to and managing projects (mid-career)\nProviding advice/direction in primary areas of expertise (specialist and expert)\nLeveraging professional expertise and relationships to contribute to strategy and drive business results (principal)relationships to contribute to strategy and drive business results (principal)\nNetworks with contacts outside own area of expertise.\nLeads a cooperative effort among members of a project team.\nWorks independently, with guidance in only the most complex situations.\nFrequently leads sub-functional teams or projects and train and mentor junior team members.\nServes as a best practice resource within own area of work.",
"word_count": 307
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "f692f8d0-8d7c-4dc0-950a-7143bc7c79f8",
"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": "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": "Key responsibilities include: Design, develop and test software;",
"similarity": 0.536
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Analyze, debug and help resolve customer issues;",
"similarity": 0.5241
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Frequently leads sub-functional teams or projects and train and mentor junior team members.",
"similarity": 0.4617
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5073,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate and communicate effectively with all stakeholders required.",
"similarity": 0.5351
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Key responsibilities include: Design, develop and test software;",
"similarity": 0.4866
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Leads a cooperative effort among members of a project team.",
"similarity": 0.469
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4969,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "MLOps Engineer",
"kra_matches": [
{
"kra_text": "Validates model performance benchmarks, data schema contracts, and system integration health before signing off on production release readiness.",
"sentence": "Verify software behavior meets requirements through manual and automated tests;",
"similarity": 0.5345
},
{
"kra_text": "Supports ML platform incidents by diagnosing model serving failures, feature store pipeline breaks, and training environment configuration issues.",
"sentence": "Analyze, debug and help resolve customer issues;",
"similarity": 0.4738
},
{
"kra_text": "Coordinates model promotion workflows across development, staging, and production environments including integration testing and data contract validation.",
"sentence": "Collaborate and communicate effectively with all stakeholders required.",
"similarity": 0.4055
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 16,
"score": 0.4713,
"slug": "ml-ops-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Key responsibilities include: Design, develop and test software;",
"similarity": 0.4844
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Verify software behavior meets requirements through manual and automated tests;",
"similarity": 0.463
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate and communicate effectively with all stakeholders required.",
"similarity": 0.4598
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.4691,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Responds to deployment failures, infrastructure incidents, and environment misconfiguration issues to restore service availability and prevent recurrence.",
"sentence": "Analyze, debug and help resolve customer issues;",
"similarity": 0.4865
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Collaborate and communicate effectively with all stakeholders required.",
"similarity": 0.4597
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Leads a cooperative effort among members of a project team.",
"similarity": 0.4593
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4685,
"slug": "devops-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"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 absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 739,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 794,
"r_and_r_preview": "The primary objective of \u201cSoftware Engineering\u201d specialization within \u201cEngineering(PD)\u201d Job Family is to design, develop, test and deliver software that meets our business and customer needs.\nKey resp",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 11813,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Software Engineering",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 11814,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Testing",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [],
"candidate_roles": [],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"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": [],
"input_final_skills": [
"Software Engineering",
"Testing"
],
"input_llm_skills": [
"Software Engineering",
"Testing"
],
"new_aliases_persisted": 0,
"run_id": "f692f8d0-8d7c-4dc0-950a-7143bc7c79f8",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Software Engineering",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "software-engineering",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Testing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "PRACTICE",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "testing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Software Engineering",
"Testing"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"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": "Software Engineering",
"tag": "new"
},
{
"skill": "Testing",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "f692f8d0-8d7c-4dc0-950a-7143bc7c79f8"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.