Pipeline run
3faa1f0c-06d7-46f9-9b01-8e21d659dadc
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
• Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence. • Collaborate with cross-functional teams, including design, product, and marketing, to align …
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Engineering Manager
CASE Aslug: engineering-manager · id: 121 · source: db
Exact alias hit on engineering-manager (1.0) — no other alias at this confidence; skill_top engineering-manager 0.40 does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
In this role, you will be working closely with the founders, head of product, and tech team to build, scale, and managing EduFund's products. This is an exciting role for someone who wants autonomy, and hyper growth. Responsibilities • Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence. • Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals. • Provide technical guidance and leadership in all aspects of software development, from design to deployment. • Drive the development and implementation of our MERN-based applications, ensuring they meet quality, scalability, and security standards. • Oversee and contribute to the development and maintenance of both web and mobile applications. 6. Lead the adoption of DevOps best practices to streamline development and deployment processes. • Maintain a strong focus on security, ensuring that our products are protected from potential vulnerabilities. • Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed. Requirements • 7-10 years of experience in software engineering, with at least 3 years in a leadership or management role. • Strong technical background, with expertise in the MERN stack and full-stack development. • Proven experience in scaling products to accommodate high user demand. • Solid understanding of DevOps principles and practices. • Deep knowledge of security best practices in software development. • Experience working with SCRUM and Agile methodologies. • Exceptional project management skills, including the ability to prioritize, plan, and execute complex projects. • Strong interpersonal and communication skills, with the ability to inspire and lead a high-performing engineering team. • Bachelor's or Master's degree in Computer Science or a related field is preferred. What You Can Expect In Return • ESOPs based on performance • Health insurance • Statutory benefits like PF & Gratuity • Flexible Working structure • Professional development opportunities • Collaborative and inclusive work culture EduFund is an early-stage platform that helps Indian parents plan for their child's higher education in advance. Our product allows families to invest for education, take education loans, and receive competitive scholarships! We were founded in 2020 by Eela Dubey (NYU 13’) and Arindam Sengupta (Princeton 12’). EduFund team is filled with chai lovers, problem solvers, ridiculous jokes, and immeasurable passion towards our work. Our founding team has had the privilege of working at companies like Reliance, Goldman Sachs, CRISIL, GradRight, LeverageEdu, HDFC, and many others. We have raised over $5M in funding from notable investors such as MassMutual Ventures, Kunal Shah, and DSP Investment Managers. We are headquartered in Ahmedabad, with teams in Mumbai, Pune. Website - https://www.edufund.in/ Skills: database,full stack development,aws,react,mern stack,react.js,node.js,devops
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
- Web Frameworks
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- DevOps (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Devops Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: DevOps appears in a large share of software and platform engineering job descriptions, often alongside CI/CD, Kubernetes, and cloud tooling; it is a standard hiring-pipeline keyword rather than a niche specialty.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 922
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
Deployment and Release Patterns Catalog dimension db id 140
Library dimension (catalog)
Roles linked in library: Cloud Architect
-
Infrastructure as Code Catalog dimension db id 132
Library dimension (catalog)
Roles linked in library: Cloud Architect, DevOps Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Infrastructure as Code
infrastructure-as-code
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3594
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Software Concepts, Patterns & Practices Catalog dimension db id 478
Library dimension (catalog)
Roles linked in library: Engineering Manager
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) |
|
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Scrum (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Scrum
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3627
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Software Concepts, Patterns & Practices Catalog dimension db id 478
Library dimension (catalog)
Roles linked in library: Engineering Manager
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) |
|
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Soft Skills
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- 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 |
|---|---|---|---|---|---|---|
| DevOps | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Infrastructure as Code
infrastructure-as-code
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Scrum | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Scrum | in_db |
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | MERN | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Security | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "EduFund is an early-stage",
"last_5_words": "Kunal Shah, and DSP Investment Managers."
},
"text": "EduFund is an early-stage platform that helps Indian parents plan for their child\u0027s higher education in advance. Our product allows families to invest for education, take education loans, and receive competitive scholarships! We were founded in 2020 by Eela Dubey (NYU 13\u2019) and Arindam Sengupta (Princeton 12\u2019).\n\nEduFund team is filled with chai lovers, problem solvers, ridiculous jokes, and immeasurable passion towards our work. Our founding team has had the privilege of working at companies like Reliance, Goldman Sachs, CRISIL, GradRight, LeverageEdu, HDFC, and many others.\n\nWe have raised over $5M in funding from notable investors such as MassMutual Ventures, Kunal Shah, and DSP Investment Managers.",
"word_count": 116
},
"certifications": [],
"company_name": "EduFund",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"EdTech",
"Education Technology"
],
"domain": "Education"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field is preferred.",
"requirement": "preferred"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME/MSC - Computer Science (or related)",
"raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field is preferred.",
"requirement": "preferred"
}
],
"experience": {
"max": 10,
"min": 7,
"raw": "7-10 years of experience in software engineering, with at least 3 years in a leadership or management role."
},
"job_locations": [
{
"aliases": [
"Amdavad"
],
"city": "Ahmedabad",
"country": "India",
"state": null,
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Mumbai",
"country": "India",
"state": null,
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Pune",
"country": "India",
"state": null,
"work_mode": "hybrid"
}
],
"role": "Engineering Manager",
"role_aliases": [
"Engineering Lead",
"Tech Lead",
"Software Engineering Manager"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Lead and manage our",
"last_5_words": "project management best practices are followed."
},
"text": "\u2022 Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence.\n\u2022 Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals.\n\u2022 Provide technical guidance and leadership in all aspects of software development, from design to deployment.\n\u2022 Drive the development and implementation of our MERN-based applications, ensuring they meet quality, scalability, and security standards.\n\u2022 Oversee and contribute to the development and maintenance of both web and mobile applications.\n\u2022 Lead the adoption of DevOps best practices to streamline development and deployment processes.\n\u2022 Maintain a strong focus on security, ensuring that our products are protected from potential vulnerabilities.\n\u2022 Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed.",
"word_count": 139
},
{
"bullet_count": 9,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 7-10 years of experience",
"last_5_words": "degree in Computer Science or a related field is preferred."
},
"text": "\u2022 7-10 years of experience in software engineering, with at least 3 years in a leadership or management role.\n\u2022 Strong technical background, with expertise in the MERN stack and full-stack development.\n\u2022 Proven experience in scaling products to accommodate high user demand.\n\u2022 Solid understanding of DevOps principles and practices.\n\u2022 Deep knowledge of security best practices in software development.\n\u2022 Experience working with SCRUM and Agile methodologies.\n\u2022 Exceptional project management skills, including the ability to prioritize, plan, and execute complex projects.\n\u2022 Strong interpersonal and communication skills, with the ability to inspire and lead a high-performing engineering team.\n\u2022 Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field is preferred.",
"word_count": 139
}
],
"urls": [
{
"type": "website",
"url": "https://www.edufund.in/"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "MERN"
},
{
"is_primary": true,
"skill_name": "DevOps"
},
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": true,
"skill_name": "Scrum"
},
{
"is_primary": true,
"skill_name": "Security"
}
],
"jd_role": {
"display_name": "Engineering Manager",
"rationale": null,
"role_aliases": [
"Engineering Lead",
"Tech Lead",
"Software Engineering Manager"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "EduFund is an early-stage",
"last_5_words": "Kunal Shah, and DSP Investment Managers."
},
"text": "EduFund is an early-stage platform that helps Indian parents plan for their child\u0027s higher education in advance. Our product allows families to invest for education, take education loans, and receive competitive scholarships! We were founded in 2020 by Eela Dubey (NYU 13\u2019) and Arindam Sengupta (Princeton 12\u2019).\n\nEduFund team is filled with chai lovers, problem solvers, ridiculous jokes, and immeasurable passion towards our work. Our founding team has had the privilege of working at companies like Reliance, Goldman Sachs, CRISIL, GradRight, LeverageEdu, HDFC, and many others.\n\nWe have raised over $5M in funding from notable investors such as MassMutual Ventures, Kunal Shah, and DSP Investment Managers.",
"word_count": 116
},
"certifications": [],
"company_name": "EduFund",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"EdTech",
"Education Technology"
],
"domain": "Education"
},
"secondary": null
},
"education": [
{
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"requirement": "preferred"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME/MSC - Computer Science (or related)",
"raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field is preferred.",
"requirement": "preferred"
}
],
"experience": {
"max": 10,
"min": 7,
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},
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{
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],
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"state": null,
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},
{
"aliases": [],
"city": "Mumbai",
"country": "India",
"state": null,
"work_mode": "hybrid"
},
{
"aliases": [],
"city": "Pune",
"country": "India",
"state": null,
"work_mode": "hybrid"
}
],
"role": "Engineering Manager",
"role_aliases": [
"Engineering Lead",
"Tech Lead",
"Software Engineering Manager"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Lead and manage our",
"last_5_words": "project management best practices are followed."
},
"text": "\u2022 Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence.\n\u2022 Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals.\n\u2022 Provide technical guidance and leadership in all aspects of software development, from design to deployment.\n\u2022 Drive the development and implementation of our MERN-based applications, ensuring they meet quality, scalability, and security standards.\n\u2022 Oversee and contribute to the development and maintenance of both web and mobile applications.\n\u2022 Lead the adoption of DevOps best practices to streamline development and deployment processes.\n\u2022 Maintain a strong focus on security, ensuring that our products are protected from potential vulnerabilities.\n\u2022 Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed.",
"word_count": 139
},
{
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"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 7-10 years of experience",
"last_5_words": "degree in Computer Science or a related field is preferred."
},
"text": "\u2022 7-10 years of experience in software engineering, with at least 3 years in a leadership or management role.\n\u2022 Strong technical background, with expertise in the MERN stack and full-stack development.\n\u2022 Proven experience in scaling products to accommodate high user demand.\n\u2022 Solid understanding of DevOps principles and practices.\n\u2022 Deep knowledge of security best practices in software development.\n\u2022 Experience working with SCRUM and Agile methodologies.\n\u2022 Exceptional project management skills, including the ability to prioritize, plan, and execute complex projects.\n\u2022 Strong interpersonal and communication skills, with the ability to inspire and lead a high-performing engineering team.\n\u2022 Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field is preferred.",
"word_count": 139
}
],
"urls": [
{
"type": "website",
"url": "https://www.edufund.in/"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "3faa1f0c-06d7-46f9-9b01-8e21d659dadc",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
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"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 1.0,
"slug": "engineering-manager",
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}
],
"kra_match_roles": [
{
"display_name": "DevOps Engineer",
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{
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"sentence": "Lead the adoption of DevOps best practices to streamline development and deployment processes.",
"similarity": 0.7866
},
{
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"sentence": "Provide technical guidance and leadership in all aspects of software development, from design to deployment.",
"similarity": 0.5461
},
{
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},
{
"display_name": "Flutter Developer",
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{
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},
{
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{
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},
{
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{
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"sentence": "Lead the adoption of DevOps best practices to streamline development and deployment processes.",
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},
{
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"sentence": "Collaborate with cross-functional teams, including design, product, and marketing, to align engineering efforts with business goals.",
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},
{
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}
],
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},
{
"display_name": "Cloud Architect",
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{
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"sentence": "Provide technical guidance and leadership in all aspects of software development, from design to deployment.",
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},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Implement and oversee Agile development practices, particularly SCRUM, and ensure project management best practices are followed.",
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},
{
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"sentence": "Oversee and contribute to the development and maintenance of both web and mobile applications.",
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}
],
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},
{
"display_name": "Cyber Security Engineer",
"kra_matches": [
{
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"sentence": "Maintain a strong focus on security, ensuring that our products are protected from potential vulnerabilities.",
"similarity": 0.5806
},
{
"kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
"sentence": "Deep knowledge of security best practices in software development.",
"similarity": 0.5793
},
{
"kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
"sentence": "Provide technical guidance and leadership in all aspects of software development, from design to deployment.",
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}
],
"matched_count": null,
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"role_id": 5,
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}
],
"skill_match_roles": [
{
"display_name": "Engineering Manager",
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"matched_count": 2,
"matched_skills": [
"Agile",
"Scrum"
],
"role_id": 121,
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},
{
"display_name": "Cloud Architect",
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"matched_skills": [
"DevOps"
],
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"slug": "cloud-architect",
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},
{
"display_name": "DevOps Engineer",
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"matched_skills": [
"DevOps"
],
"role_id": 10,
"score": 0.2,
"slug": "devops-engineer",
"total_count": 5
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Engineering Manager",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 1.0,
"slug": "engineering-manager",
"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 engineering-manager (1.0) \u2014 no other alias at this confidence; skill_top engineering-manager 0.40 does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 9,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1523,
"r_and_r_preview": "\u2022 Lead and manage our engineering team, fostering a culture of innovation, collaboration, and excellence.\n\u2022 Collaborate with cross-functional teams, including design, product, and marketing, to align ",
"role_display_name": "Engineering Manager",
"role_slug": "engineering-manager",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 20488,
"role_display_name": "Engineering Manager",
"role_slug": "engineering-manager",
"skill_name": "MERN",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 20489,
"role_display_name": "Engineering Manager",
"role_slug": "engineering-manager",
"skill_name": "Security",
"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": 1852,
"existing_alias_text": "DevOps",
"input_term": "DevOps",
"matched_canonical": {
"category_id": 8,
"display_name": "DevOps",
"id": 1216,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "devops",
"sub_category_id": 922,
"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": 868,
"existing_alias_text": "Agile",
"input_term": "Agile",
"matched_canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 3594,
"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": 1851,
"existing_alias_text": "Scrum",
"input_term": "Scrum",
"matched_canonical": {
"category_id": 8,
"display_name": "Scrum",
"id": 1215,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "scrum",
"sub_category_id": 3627,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
},
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"chosen_role": {
"display_name": "Engineering Manager",
"id": 121,
"rationale": "Exact alias hit on engineering-manager (1.0) \u2014 no other alias at this confidence; skill_top engineering-manager 0.40 does not contradict",
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD Pipeline Platforms",
"id": 150,
"rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
"slug": "ci-cd-pipeline-platforms",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Deployment and Release Patterns",
"id": 140,
"rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
"slug": "deployment-and-release-patterns",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Infrastructure as Code",
"id": 132,
"rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
"slug": "infrastructure-as-code",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "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": "Agile",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Software Concepts, Patterns \u0026 Practices",
"id": 478,
"rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
"slug": "software-concepts-patterns-practices",
"source": "db"
},
"input_skill": "Agile",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "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": "Scrum",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Software Concepts, Patterns \u0026 Practices",
"id": 478,
"rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
"slug": "software-concepts-patterns-practices",
"source": "db"
},
"input_skill": "Scrum",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
]
}
],
"input_final_skills": [
"MERN",
"DevOps",
"Agile",
"Scrum",
"Security"
],
"input_llm_skills": [
"MERN",
"DevOps",
"Agile",
"Scrum",
"Security"
],
"new_aliases_persisted": 0,
"run_id": "3faa1f0c-06d7-46f9-9b01-8e21d659dadc",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "MERN",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Frameworks",
"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": "mern",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "DevOps",
"alias_type": "CANONICAL",
"id": 1852,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "DevOps",
"id": 1216,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "devops",
"sub_category_id": 922,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD Pipeline Platforms",
"id": 150,
"rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
"slug": "ci-cd-pipeline-platforms",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Deployment and Release Patterns",
"id": 140,
"rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
"slug": "deployment-and-release-patterns",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Infrastructure as Code",
"id": 132,
"rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
"slug": "infrastructure-as-code",
"source": "db"
},
"input_skill": "DevOps",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
]
}
],
"input_skill": "DevOps",
"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": "Agile",
"alias_type": "CANONICAL",
"id": 868,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 3594,
"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": "Agile",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Software Concepts, Patterns \u0026 Practices",
"id": 478,
"rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
"slug": "software-concepts-patterns-practices",
"source": "db"
},
"input_skill": "Agile",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
]
}
],
"input_skill": "Agile",
"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": "Scrum",
"alias_type": "CANONICAL",
"id": 1851,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "Scrum",
"id": 1215,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "scrum",
"sub_category_id": 3627,
"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": "Scrum",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Software Concepts, Patterns \u0026 Practices",
"id": 478,
"rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
"slug": "software-concepts-patterns-practices",
"source": "db"
},
"input_skill": "Scrum",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
]
}
],
"input_skill": "Scrum",
"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": "Security",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "security",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"MERN",
"Security"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Engineering Manager",
"id": 121,
"rationale": "Exact alias hit on engineering-manager (1.0) \u2014 no other alias at this confidence; skill_top engineering-manager 0.40 does not contradict",
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "MERN",
"tag": "new"
},
{
"skill": "DevOps",
"tag": "in_db"
},
{
"skill": "Agile",
"tag": "in_db"
},
{
"skill": "Scrum",
"tag": "in_db"
},
{
"skill": "Security",
"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": 121,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "CI/CD Pipeline Platforms",
"id": 150,
"rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
"slug": "ci-cd-pipeline-platforms",
"source": "db"
},
"dimension_id": 150,
"input_skill": "DevOps",
"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": [
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1216,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 121,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Deployment and Release Patterns",
"id": 140,
"rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
"slug": "deployment-and-release-patterns",
"source": "db"
},
"dimension_id": 140,
"input_skill": "DevOps",
"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": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1216,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 121,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Infrastructure as Code",
"id": 132,
"rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
"slug": "infrastructure-as-code",
"source": "db"
},
"dimension_id": 132,
"input_skill": "DevOps",
"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": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "DevOps Engineer",
"id": 10,
"rationale": null,
"role_archetype": null,
"slug": "devops-engineer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1216,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 121,
"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": "Agile",
"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": 520,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 121,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Software Concepts, Patterns \u0026 Practices",
"id": 478,
"rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
"slug": "software-concepts-patterns-practices",
"source": "db"
},
"dimension_id": 478,
"input_skill": "Agile",
"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": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 520,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 121,
"dimension": {
"difficulty_hint": "well_known",
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