Pipeline run
98985331-2fe5-4cf5-8a0f-b8cb19c47f79
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
• Think big; bring fresh ideas and approaches to design and develop innovative solutions in medical device to meet or exceed customer satisfaction; • Evaluate different design choices, prototype new …
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
At Bayer we’re visionaries, driven to solve the world’s toughest challenges and striving for a world where 'Health for all Hunger for none’ is no longer a dream, but a real possibility. We’re doing it with energy, curiosity and sheer dedication, always learning from unique perspectives of those around us, expanding our thinking, growing our capabilities and redefining ‘impossible’. There are so many reasons to join us. If you’re hungry to build a varied and meaningful career in a community of brilliant and diverse minds to make a real difference, there’s only one choice. Software Engineer II Software Engineer II – Indianola, Pa PURPOSE This position will be responsible to perform software development of medical devices to deliver a high-quality product that meets or exceeds customer expectations and meets FDA design controls. You will be involved in all aspects of the product development lifecycle from requirements to delivery in an agile scrum framework. You will work closely with the Bayer product managers, and various cross functional teams to deliver world-class solutions to Bayer customers. You will design and develop high-quality medical devices exhibiting excellent performance that meets product requirements and exceeds customer satisfaction. Key Tasks And Responsibilities • Think big; bring fresh ideas and approaches to design and develop innovative solutions in medical device to meet or exceed customer satisfaction; • Evaluate different design choices, prototype new technology, and implement technical solutions; • Understand business impact of design choices, and make technical trade-offs using sound judgement; • Adopt engineering best practices around software development; • Achieve understanding of product requirement and software requirement to design and develop medical device and improve customer value; • Achieve understanding of software risk analysis and its impact on design and implementation of medical device; • Deliver high-quality and scalable architecture designs and code; • Design and develop applications and services using SDLC process for medical device development; • Identify opportunities to develop new and better solutions; • Participate in code reviews of other software engineers, and design reviews; • Develop any technical documentation needed to accurately represent application design and code; • Ensures the development initiatives of Bayer Radiology medical devices complies and adheres to Bayer Standard Operating Procedures that meets regulatory standards and guidance such as: • FDA 21 CFR 820.30 – Design Controls; • FDA Cybersecurity in Medical Devices; • IEC 62304 – Software in a Medical Device; • Effectively collaborates within cross-functional teams across multiple geographies to convey problems, opportunities, solutions, and results in the medical device development; • Manages own work activities to given objectives. Who You Are Bayer seeks an incumbent who possesses the following: Required Qualifications • Bachelor’s degree in computer engineering, Electronics, or Electrical Engineering or equivalent; • Minimum of 3 years of relevant work experience in health care industry; • Good understanding of software development processes, software architecture and data structure; • Minimum of 3 years of experience in programming languages and framework: JavaScript, Python, Node.js, TypeScript, and C++; • Minimum of one year of experience in gRPC framework; • Minimum of one year of experience in databases: MongoDB, MySQL, PostreSQL; • Working knowledge of tools and technologies including GitHub, Jira, Confluence, Artifactory, SonarQube, CI/CD GitHub pipelines; • Working knowledge on OS such as Windows, Linux flavors preferably Ubuntu; • Must be able to manage multiple tasks and manage priorities accordingly. YOUR APPLICATION Bayer offers a wide variety of competitive compensation and benefits programs. If you meet the requirements of this unique opportunity, and want to impact our mission Science for a better life, we encourage you to apply now. Be part of something bigger. Be you. Be Bayer. To all recruitment agencies: Bayer does not accept unsolicited third party resumes. Bayer is an Equal Opportunity Employer/Disabled/Veterans Bayer is committed to providing access and reasonable accommodations in its application process for individuals with disabilities and encourages applicants with disabilities to request any needed accommodation(s) using the contact information below. In compliance with federal law, all persons hired will be required to verify identity and eligibility to work in the United States and to complete the required employment eligibility verification form upon hire. Bayer is an E-Verify Employer. Location: United States : Pennsylvania : Indianola Division: Pharmaceuticals Reference Code: 823735 Contact Us Email: hrop_usa@bayer.com
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
- SDLC (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Software Development Lifecycle
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SDLC is a standard hiring-pipeline term across software roles; job postings commonly require experience with SDLC phases, Agile/Waterfall, and release processes rather than treating it as niche tooling.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 1179
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Code Review (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- SoftSkill
- Sub-category
- Code Review
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 58
- Sub-category id
- 364
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- 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
- Credentials
- Sub-category
- general
- Skill nature
- CREDENTIAL
- 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
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- 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
- Credentials
- Sub-category
- general
- Skill nature
- CREDENTIAL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
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 |
|---|---|---|---|---|---|---|
| SDLC | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Code Review | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Software Risk Analysis | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | FDA 21 CFR 820.30 | type=Credentials subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | FDA Cybersecurity in Medical Devices | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | IEC 62304 | type=Credentials subtype=general nature=CREDENTIAL 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": "At Bayer we\u2019re visionaries, driven",
"last_5_words": "there\u2019s only one choice."
},
"text": "At Bayer we\u2019re visionaries, driven to solve the world\u2019s toughest challenges and striving for a world where \u0027Health for all Hunger for none\u2019 is no longer a dream, but a real possibility. We\u2019re doing it with energy, curiosity and sheer dedication, always learning from unique perspectives of those around us, expanding our thinking, growing our capabilities and redefining \u2018impossible\u2019. There are so many reasons to join us. If you\u2019re hungry to build a varied and meaningful career in a community of brilliant and diverse minds to make a real difference, there\u2019s only one choice.",
"word_count": 84
},
"certifications": [],
"company_name": "Bayer",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"HealthTech",
"MedTech"
],
"domain": "Healthcare"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Engineering",
"raw": "Bachelor\u2019s degree in computer engineering, Electronics, or Electrical Engineering or equivalent",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "Minimum of 3 years of relevant work experience in health care industry"
},
"job_locations": [
{
"aliases": [
"Indianola, PA"
],
"city": "Indianola",
"country": "United States",
"state": "Pennsylvania",
"work_mode": "null"
}
],
"role": "Software Engineer II",
"role_aliases": [
"Software Engineer",
"SWE",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 13,
"heading": "Key Tasks And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Think big; bring fresh",
"last_5_words": "to given objectives."
},
"text": "\u2022 Think big; bring fresh ideas and approaches to design and develop innovative solutions in medical device to meet or exceed customer satisfaction; \n\u2022 Evaluate different design choices, prototype new technology, and implement technical solutions; \n\u2022 Understand business impact of design choices, and make technical trade-offs using sound judgement; \n\u2022 Adopt engineering best practices around software development; \n\u2022 Achieve understanding of product requirement and software requirement to design and develop medical device and improve customer value; \n\u2022 Achieve understanding of software risk analysis and its impact on design and implementation of medical device; \n\u2022 Deliver high-quality and scalable architecture designs and code; \n\u2022 Design and develop applications and services using SDLC process for medical device development; \n\u2022 Identify opportunities to develop new and better solutions; \n\u2022 Participate in code reviews of other software engineers, and design reviews; \n\u2022 Develop any technical documentation needed to accurately represent application design and code; \n\u2022 Ensures the development initiatives of Bayer Radiology medical devices complies and adheres to Bayer Standard Operating Procedures that meets regulatory standards and guidance such as:\n\u2022 FDA 21 CFR 820.30 \u2013 Design Controls; \n\u2022 FDA Cybersecurity in Medical Devices; \n\u2022 IEC 62304 \u2013 Software in a Medical Device; \n\u2022 Effectively collaborates within cross-functional teams across multiple geographies to convey problems, opportunities, solutions, and results in the medical device development; \n\u2022 Manages own work activities to given objectives.",
"word_count": 284
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "SDLC"
},
{
"is_primary": true,
"skill_name": "Code Review"
},
{
"is_primary": true,
"skill_name": "Software Risk Analysis"
},
{
"is_primary": true,
"skill_name": "FDA 21 CFR 820.30"
},
{
"is_primary": true,
"skill_name": "FDA Cybersecurity in Medical Devices"
},
{
"is_primary": true,
"skill_name": "IEC 62304"
}
],
"jd_role": {
"display_name": "Software Engineer II",
"rationale": null,
"role_aliases": [
"Software Engineer",
"SWE",
"Software Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "At Bayer we\u2019re visionaries, driven",
"last_5_words": "there\u2019s only one choice."
},
"text": "At Bayer we\u2019re visionaries, driven to solve the world\u2019s toughest challenges and striving for a world where \u0027Health for all Hunger for none\u2019 is no longer a dream, but a real possibility. We\u2019re doing it with energy, curiosity and sheer dedication, always learning from unique perspectives of those around us, expanding our thinking, growing our capabilities and redefining \u2018impossible\u2019. There are so many reasons to join us. If you\u2019re hungry to build a varied and meaningful career in a community of brilliant and diverse minds to make a real difference, there\u2019s only one choice.",
"word_count": 84
},
"certifications": [],
"company_name": "Bayer",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"HealthTech",
"MedTech"
],
"domain": "Healthcare"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Engineering",
"raw": "Bachelor\u2019s degree in computer engineering, Electronics, or Electrical Engineering or equivalent",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 3,
"raw": "Minimum of 3 years of relevant work experience in health care industry"
},
"job_locations": [
{
"aliases": [
"Indianola, PA"
],
"city": "Indianola",
"country": "United States",
"state": "Pennsylvania",
"work_mode": "null"
}
],
"role": "Software Engineer II",
"role_aliases": [
"Software Engineer",
"SWE",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 13,
"heading": "Key Tasks And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Think big; bring fresh",
"last_5_words": "to given objectives."
},
"text": "\u2022 Think big; bring fresh ideas and approaches to design and develop innovative solutions in medical device to meet or exceed customer satisfaction; \n\u2022 Evaluate different design choices, prototype new technology, and implement technical solutions; \n\u2022 Understand business impact of design choices, and make technical trade-offs using sound judgement; \n\u2022 Adopt engineering best practices around software development; \n\u2022 Achieve understanding of product requirement and software requirement to design and develop medical device and improve customer value; \n\u2022 Achieve understanding of software risk analysis and its impact on design and implementation of medical device; \n\u2022 Deliver high-quality and scalable architecture designs and code; \n\u2022 Design and develop applications and services using SDLC process for medical device development; \n\u2022 Identify opportunities to develop new and better solutions; \n\u2022 Participate in code reviews of other software engineers, and design reviews; \n\u2022 Develop any technical documentation needed to accurately represent application design and code; \n\u2022 Ensures the development initiatives of Bayer Radiology medical devices complies and adheres to Bayer Standard Operating Procedures that meets regulatory standards and guidance such as:\n\u2022 FDA 21 CFR 820.30 \u2013 Design Controls; \n\u2022 FDA Cybersecurity in Medical Devices; \n\u2022 IEC 62304 \u2013 Software in a Medical Device; \n\u2022 Effectively collaborates within cross-functional teams across multiple geographies to convey problems, opportunities, solutions, and results in the medical device development; \n\u2022 Manages own work activities to given objectives.",
"word_count": 284
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "98985331-2fe5-4cf5-8a0f-b8cb19c47f79",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Deliver high-quality and scalable architecture designs and code;",
"similarity": 0.558
},
{
"kra_text": "maintain code quality",
"sentence": "Participate in code reviews of other software engineers, and design reviews;",
"similarity": 0.5317
},
{
"kra_text": "maintain code quality",
"sentence": "Adopt engineering best practices around software development;",
"similarity": 0.5038
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5311,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Effectively collaborates within cross-functional teams across multiple geographies to convey problems, opportunities, solutions, and results in the medical device development;",
"similarity": 0.5345
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Participate in code reviews of other software engineers, and design reviews;",
"similarity": 0.5199
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Deliver high-quality and scalable architecture designs and code;",
"similarity": 0.5033
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5192,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Deliver high-quality and scalable architecture designs and code;",
"similarity": 0.5582
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Participate in code reviews of other software engineers, and design reviews;",
"similarity": 0.5257
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Develop any technical documentation needed to accurately represent application design and code;",
"similarity": 0.4621
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.5153,
"slug": "cloud-architect",
"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": "Adopt engineering best practices around software development;",
"similarity": 0.5796
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Effectively collaborates within cross-functional teams across multiple geographies to convey problems, opportunities, solutions, and results in the medical device development;",
"similarity": 0.4791
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Deliver high-quality and scalable architecture designs and code;",
"similarity": 0.4619
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5069,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Participate in code reviews of other software engineers, and design reviews;",
"similarity": 0.5642
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Develop any technical documentation needed to accurately represent application design and code;",
"similarity": 0.4742
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Deliver high-quality and scalable architecture designs and code;",
"similarity": 0.4696
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5027,
"slug": "angular-frontend-developer",
"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": 1318,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1383,
"r_and_r_preview": "\u2022 Think big; bring fresh ideas and approaches to design and develop innovative solutions in medical device to meet or exceed customer satisfaction; \n\u2022 Evaluate different design choices, prototype new ",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 18980,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Software Risk Analysis",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 18981,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "FDA 21 CFR 820.30",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 18982,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "FDA Cybersecurity in Medical Devices",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 18983,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "IEC 62304",
"status": "pending"
}
],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2519,
"existing_alias_text": "SDLC",
"input_term": "SDLC",
"matched_canonical": {
"category_id": 8,
"display_name": "SDLC",
"id": 1573,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "sdlc",
"sub_category_id": 1179,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 864,
"existing_alias_text": "Code Review",
"input_term": "Code Review",
"matched_canonical": {
"category_id": 58,
"display_name": "Code Review",
"id": 516,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
"sub_category_id": 364,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"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": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "SDLC",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "Code Review",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"SDLC",
"Code Review",
"Software Risk Analysis",
"FDA 21 CFR 820.30",
"FDA Cybersecurity in Medical Devices",
"IEC 62304"
],
"input_llm_skills": [
"SDLC",
"Code Review",
"Software Risk Analysis",
"FDA 21 CFR 820.30",
"FDA Cybersecurity in Medical Devices",
"IEC 62304"
],
"new_aliases_persisted": 0,
"run_id": "98985331-2fe5-4cf5-8a0f-b8cb19c47f79",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "SDLC",
"alias_type": "CANONICAL",
"id": 2519,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "SDLC",
"id": 1573,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "sdlc",
"sub_category_id": 1179,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "SDLC",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "SDLC",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Code Review",
"alias_type": "CANONICAL",
"id": 864,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 58,
"display_name": "Code Review",
"id": 516,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
"sub_category_id": 364,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "Code Review",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Code Review",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Software Risk Analysis",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Practices",
"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-risk-analysis",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "FDA 21 CFR 820.30",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Credentials",
"skill_nature": "CREDENTIAL",
"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": "fda-21-cfr-820-30",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "FDA Cybersecurity in Medical Devices",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Concepts",
"skill_nature": "CONCEPT",
"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": "fda-cybersecurity-in-medical-devices",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "IEC 62304",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Credentials",
"skill_nature": "CREDENTIAL",
"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": "iec-62304",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Software Risk Analysis",
"FDA 21 CFR 820.30",
"FDA Cybersecurity in Medical Devices",
"IEC 62304"
]
}
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": "SDLC",
"tag": "in_db"
},
{
"skill": "Code Review",
"tag": "in_db"
},
{
"skill": "Software Risk Analysis",
"tag": "new"
},
{
"skill": "FDA 21 CFR 820.30",
"tag": "new"
},
{
"skill": "FDA Cybersecurity in Medical Devices",
"tag": "new"
},
{
"skill": "IEC 62304",
"tag": "new"
}
],
"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": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "SDLC",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 1573,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "Code Review",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 516,
"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": "98985331-2fe5-4cf5-8a0f-b8cb19c47f79"
}