Pipeline run
2ede62a2-038a-4837-93a8-117eb20dfdc4
Pipeline LLM cost (USD)
API 1: $0.0033
API 2: $0.0002
API 3: $0.0000
Total: $0.0035
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionNature of work
· Architecture
Own the integration services roadmap and platform architecture, then drive code reviews, live-site health, and engineering best practices to keep features scalable, secure, accessible, and compliant. Work closely with engineering and PM to align technical direction to strategy and use customer/production data to guide design choices.
"Defining, implementation and managing the service roadmap for integration services"
Tech stack maturity
Modern Cloud Native
An IoT/Edge Engineer role with code-review and GDPR emphasis aligns with modern cloud-connected edge systems and contemporary compliance-aware engineering practices.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (7)
IoT
Architecture
Code Review
Security
Accessibility
GDPR
Microsoft
Skill cluster (2 dimension groups, role-scoped)
Compliance and Security Frameworks
GDPR
Cross-cutting / unaligned
IoT
Architecture
Code Review
Security
Accessibility
Microsoft
Show KRA description ↓
• Defining, implementation and managing the service roadmap for integration services meeting current and future growth and opportunities for the program
• Champion in service health, live site responsibilities and maturity engineering processes
• Practice technical leadership and collaboration with engineering and PM team, including development of roadmap, engineering and service excellence goals and related OKRs
• Understand organizational strategic directions and align platform architecture and future roadmap accordingly
• Communicate and socialize the architecture direction to org and leadership
• Ensuring that all features embody engineering best practices, efficient, scalable architecture, elegant design and high-quality implementation
• Leading Design, Code reviews to ensure consistently high level of design and implementation
• Strong Live Site focus and operational excellence
• Ensuring compliance with Security, Accessibility, GDPR etc. and performance criteria
• Lead the team in adopting relevant new technologies, tools, methods and processes from Microsoft and industry
• Use data and insights from customer and production to contribute to some technical design and implementation decisions
Signals
Skill
cybersecurity-engineer
0.17
Alias
iot-edge-engineer
1.00
KRA
flutter-developer
0.54
Post-classification
Centroidupdated · n=3
Alias collision log—
New-role queue—
New skills captured5
New KRA capturedyes
Captured for admin review
IoT
primary
↔
IoT / Edge Engineer
pending
Architecture
primary
↔
IoT / Edge Engineer
pending
Security
primary
↔
IoT / Edge Engineer
pending
Accessibility
primary
↔
IoT / Edge Engineer
pending
Microsoft
↔
IoT / Edge Engineer
pending
R&R fragment (sim 0.00)
↔
IoT / Edge Engineer
pending
• Defining, implementation and managing the service roadmap for integration services meeting current and future growth and opportunities for the program • Champion in service health, live site respons…
Status:
completed
Created: 2026-05-27T16:00:53.189852Z
Updated: 2026-05-27T16:02:09.094173Z
API 3 duration: 26109 ms
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
IoT / Edge Engineer
CASE Aslug: iot-edge-engineer · id: 212 · source: db
Exact alias hit on iot-edge-engineer (1.0) — no other alias at this confidence; skill_top cybersecurity-engineer 0.17 does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped
Job description
Does pioneering new and innovative ways to reimagine and transform end-user productivity across the breadth and depth of Microsoft’s global workforce sound exciting to you? Are you passionate about the future of work, driving innovation and showcasing an employee experience blueprint that inspires customers and partners to navigate their digital transformation? If so, Microsoft Digital Employee Experience (MDEE) team is an excellent place for you to grow your career. Microsoft Digital Employee Experience (MDEE)’s mission is to power, protect, and transform the employee experience at Microsoft around the world. Come build community, explore your passions, do your best work and be a part of the team within Microsoft’s Data Platform & Growth (DPG) organization and Experiences & Devices (E+D) division. Microsoft Digital Employee Experience (MDEE), is the team that innovates, creates, and delivers the vision for Microsoft’s employee experience, human resources, corporate and legal affairs, global real estate products, and runs Microsoft’s internal network and infrastructure, plus builds campus modernization and hybrid solutions. You will leverage the latest technologies and focus on empowering Microsoft employees with the tools and services that define both the physical and digital future of work. Microsoft’s mission is to empower every person and every organization on the planet to achieve more, and we’re dedicated to this mission across every aspect of our company. Our culture is centered on embracing a growth mindset and encouraging teams and leaders to bring their best each day. Join us and help shape the future of the world. #MDEE #MDEEJOBS #MDEEIDC #DPGJOBS IoT Device Lifecycle Management focuses on lifecycle of IoT devices in the Smart Building domain. This includes Modelling, Onboarding, Integration, Updates and Support of IoT sensors, devices, and gateways. The team works with various types of devices from People Density, Occupancy, Acoustics, Air Quality to traditional BMS systems like HVAC from variety of hardware suppliers. You will have opportunity design, build and scale distributed IoT system that works with both Microsoft Azure services & hardware like Azure IoT Offerings, Azure Stack Edge and other suppliers. Code you write run on Cloud and Edge connects to millions of sensors across the globe and partner with team across achieving strategic goals. Responsibilities • Defining, implementation and managing the service roadmap for integration services meeting current and future growth and opportunities for the program • Champion in service health, live site responsibilities and maturity engineering processes • Practice technical leadership and collaboration with engineering and PM team, including development of roadmap, engineering and service excellence goals and related OKRs • Understand organizational strategic directions and align platform architecture and future roadmap accordingly • Communicate and socialize the architecture direction to org and leadership • Ensuring that all features embody engineering best practices, efficient, scalable architecture, elegant design and high-quality implementation • Leading Design, Code reviews to ensure consistently high level of design and implementation • Strong Live Site focus and operational excellence • Ensuring compliance with Security, Accessibility, GDPR etc. and performance criteria • Lead the team in adopting relevant new technologies, tools, methods and processes from Microsoft and industry • Use data and insights from customer and production to contribute to some technical design and implementation decisions Qualifications Required Qualifications: • Should have a Computer Science or related degree, BS or MS degree in Computer Science or related engineering discipline. • Experience: • • Total of 5+ years of demonstrated work experience in the Information Systems developing solutions using major technology stacks such as .net, J2EE etc • Experience working with IoT, Smart Buildings, Digital Transformation • Solid Design/Software engineering experience on large/complex applications using various technologies • Technical Skills / Engineering Practices: • Strong Cloud platform implementation experience. • Very strong software engineering – design, development and testing experience • Good knowledge in C#, .NET Framework or comparable programming environment such as Java, Python, SQL, Web Development and test methodologies • Good understanding of design / architectural patterns and automation platforms • Experience with Agile development methodologies. • Good knowledge on engineering best practices and risk management • Other skills: • Excellent written and oral communication, team skills • Ability to handle ambiguity and collaborate across multiple groups and disciplines • Facilitates collaboration in a cross-group environment (i.e. global software engineering teams, cross disciplines, etc.) • Sound problem resolution, judgment, negotiating and decision-making skills • Excellence in strategic thinking, leadership and be able to influence without authority • Ability to rapidly assimilate new information and techniques • Atleast 2+ years of work Experience on IoT systems / platforms of Smart Buildings, Digital Twin technology etc Preferred Qualifications • 5+ years of experience delivering scalable and resilient services at large enterprise scale • Experience in designing, developing, and launching multi-tenant solutions involving Edge, cloud, analytics, and UI • Expertise in deploying, running, and managing containerized workloads on different environments from Azure to Edge • Building high scale event processing pipelines • Experience with Live Site monitoring and operating in DevOps environment • Experience working in Agile methodology (Scrum/Kanban/etc.) with the ability to perform multiple roles (Developer, Scrum Master) Location: We are hiring in the following locations: Hyderabad and Hybrid work – India. Microsoft is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to age, ancestry, color, family or medical care leave, gender identity or expression, genetic information, marital status, medical condition, national origin, physical or mental disability, political affiliation, protected veteran status, race, religion, sex (including pregnancy), sexual orientation, or any other characteristic protected by applicable laws, regulations and ordinances. We also consider qualified applicants regardless of criminal histories, consistent with legal requirements. If you need assistance and/or a reasonable accommodation due to a disability during the application or the recruiting process, please send a request via the Accommodation request form. Benefits/perks listed below may vary depending on the nature of your employment with Microsoft and the country where you work.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
IoT
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Architecture
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Code Review
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: Code Review
id=516
· code-review
Aliases — catalog
- Code Review (CANONICAL)
Context tags (catalog)
Bitbucket
GitHub
GitLab
PR review
approval workflow
branch protection
code quality
diff
inline comments
linting
merge request
pair programming
pull request
review checklist
static analysis
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) |
Security
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Accessibility
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
GDPR
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: GDPR
id=402
· gdpr
Aliases — catalog
- GDPR (CANONICAL) primary
Context tags (catalog)
DPA
DPIA
DPO
RoPA
SCCs
accountability
audit trail
compliance
consent
consent management
controller
cross-border transfers
data breach
data breach notification
data minimization
data portability
data privacy
data processing
data processing agreement
data protection
data protection officer
data subject
data subject rights
encryption
lawful basis
personal data
privacy by design
privacy impact assessment
privacy policy
processor
records of processing
regulatory framework
right to access
right to erasure
third-party vendors
Stored enrichment (catalog DB)
- Category
- Standard
- Sub-category
- Privacy Regulation Standard
- Vendor
- European Union
- Year introduced
- 2016
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: GDPR is a widely cited compliance requirement in job postings for product, legal, security, and data roles across EU-facing companies; it remains an active regulatory standard rather than a niche tool.
Skill profile (library / DB)
- Skill nature
- STANDARD
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 12
- Sub-category id
- 3215
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Compliance and Security Frameworks Catalog dimension db id 73
Library dimension (catalog)
Roles linked in library: Cloud Security Engineer, Cyber Security Engineer
-
Standards, Protocols & Compliance Catalog dimension db id 452
Library dimension (catalog)
Roles linked in library: Engineering Manager, Sitecore Dev
-
Web Standards & Compliance Catalog dimension db id 343
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
Web Standards, Protocols & Compliance Catalog dimension db id 436
Library dimension (catalog)
Roles linked in library: Shopify Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Compliance and Security Frameworks
compliance-and-security-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Standards, Protocols & Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Web Standards & Compliance
web-standards-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Web Standards, Protocols & Compliance
web-standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Microsoft
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- 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 |
|---|---|---|---|---|---|---|
| Code Review | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GDPR | in_db |
Compliance and Security Frameworks
compliance-and-security-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GDPR | in_db |
Standards, Protocols & Compliance
standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GDPR | in_db |
Web Standards & Compliance
web-standards-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| GDPR | in_db |
Web Standards, Protocols & Compliance
web-standards-protocols-compliance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | IoT | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Architecture | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Security | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Accessibility | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Microsoft | type=Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleIoT Device Lifecycle Management
CompanyMicrosoft
ExperienceTotal of 5+ years of demonstrated work experience
DomainIT Services & Consulting
Location
Hyderabad, India
(hybrid)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Microsoft\u2019s mission is to empower",
"last_5_words": "shape the future of the world."
},
"text": "Microsoft\u2019s mission is to empower every person and every organization on the planet to achieve more, and we\u2019re dedicated to this mission across every aspect of our company. Our culture is centered on embracing a growth mindset and encouraging teams and leaders to bring their best each day. Join us and help shape the future of the world.",
"word_count": 52
},
"certifications": [],
"company_name": "Microsoft",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": {
"aliases": [
"IoT",
"Digital Transformation"
],
"domain": "Smart Building"
}
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Should have a Computer Science or related degree, BS or MS degree in Computer Science or related engineering discipline.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "Total of 5+ years of demonstrated work experience"
},
"job_locations": [
{
"aliases": [
"Hyderabad, India"
],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": "hybrid"
}
],
"role": "IoT Device Lifecycle Management",
"role_aliases": [
"IoT Engineer",
"IoT Developer",
"Smart Building Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 11,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Defining, implementation and managing",
"last_5_words": "design and implementation decisions"
},
"text": "\u2022 Defining, implementation and managing the service roadmap for integration services meeting current and future growth and opportunities for the program\n\u2022 Champion in service health, live site responsibilities and maturity engineering processes\n\u2022 Practice technical leadership and collaboration with engineering and PM team, including development of roadmap, engineering and service excellence goals and related OKRs\n\u2022 Understand organizational strategic directions and align platform architecture and future roadmap accordingly\n\u2022 Communicate and socialize the architecture direction to org and leadership\n\u2022 Ensuring that all features embody engineering best practices, efficient, scalable architecture, elegant design and high-quality implementation\n\u2022 Leading Design, Code reviews to ensure consistently high level of design and implementation\n\u2022 Strong Live Site focus and operational excellence\n\u2022 Ensuring compliance with Security, Accessibility, GDPR etc. and performance criteria \n\u2022 Lead the team in adopting relevant new technologies, tools, methods and processes from Microsoft and industry\n\u2022 Use data and insights from customer and production to contribute to some technical design and implementation decisions",
"word_count": 202
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "IoT"
},
{
"is_primary": true,
"skill_name": "Architecture"
},
{
"is_primary": true,
"skill_name": "Code Review"
},
{
"is_primary": true,
"skill_name": "Security"
},
{
"is_primary": true,
"skill_name": "Accessibility"
},
{
"is_primary": true,
"skill_name": "GDPR"
},
{
"is_primary": false,
"skill_name": "Microsoft"
}
],
"jd_role": {
"display_name": "IoT Device Lifecycle Management",
"rationale": null,
"role_aliases": [
"IoT Engineer",
"IoT Developer",
"Smart Building Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Microsoft\u2019s mission is to empower",
"last_5_words": "shape the future of the world."
},
"text": "Microsoft\u2019s mission is to empower every person and every organization on the planet to achieve more, and we\u2019re dedicated to this mission across every aspect of our company. Our culture is centered on embracing a growth mindset and encouraging teams and leaders to bring their best each day. Join us and help shape the future of the world.",
"word_count": 52
},
"certifications": [],
"company_name": "Microsoft",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": {
"aliases": [
"IoT",
"Digital Transformation"
],
"domain": "Smart Building"
}
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "Should have a Computer Science or related degree, BS or MS degree in Computer Science or related engineering discipline.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 5,
"raw": "Total of 5+ years of demonstrated work experience"
},
"job_locations": [
{
"aliases": [
"Hyderabad, India"
],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": "hybrid"
}
],
"role": "IoT Device Lifecycle Management",
"role_aliases": [
"IoT Engineer",
"IoT Developer",
"Smart Building Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 11,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Defining, implementation and managing",
"last_5_words": "design and implementation decisions"
},
"text": "\u2022 Defining, implementation and managing the service roadmap for integration services meeting current and future growth and opportunities for the program\n\u2022 Champion in service health, live site responsibilities and maturity engineering processes\n\u2022 Practice technical leadership and collaboration with engineering and PM team, including development of roadmap, engineering and service excellence goals and related OKRs\n\u2022 Understand organizational strategic directions and align platform architecture and future roadmap accordingly\n\u2022 Communicate and socialize the architecture direction to org and leadership\n\u2022 Ensuring that all features embody engineering best practices, efficient, scalable architecture, elegant design and high-quality implementation\n\u2022 Leading Design, Code reviews to ensure consistently high level of design and implementation\n\u2022 Strong Live Site focus and operational excellence\n\u2022 Ensuring compliance with Security, Accessibility, GDPR etc. and performance criteria \n\u2022 Lead the team in adopting relevant new technologies, tools, methods and processes from Microsoft and industry\n\u2022 Use data and insights from customer and production to contribute to some technical design and implementation decisions",
"word_count": 202
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "2ede62a2-038a-4837-93a8-117eb20dfdc4",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "IoT / Edge Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 212,
"score": 1.0,
"slug": "iot-edge-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Use data and insights from customer and production to contribute to some technical design and implementation decisions",
"similarity": 0.548
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Leading Design, Code reviews to ensure consistently high level of design and implementation",
"similarity": 0.5362
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Practice technical leadership and collaboration with engineering and PM team, including development of roadmap, engineering and service excellence goals and related OKRs",
"similarity": 0.5268
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.537,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Leading Design, Code reviews to ensure consistently high level of design and implementation",
"similarity": 0.6
},
{
"kra_text": "maintain code quality",
"sentence": "Ensuring that all features embody engineering best practices, efficient, scalable architecture, elegant design and high-quality implementation",
"similarity": 0.5378
},
{
"kra_text": "maintain code quality",
"sentence": "Ensuring compliance with Security, Accessibility, GDPR etc. and performance criteria",
"similarity": 0.4725
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5367,
"slug": "react-native-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": "Communicate and socialize the architecture direction to org and leadership",
"similarity": 0.5496
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Leading Design, Code reviews to ensure consistently high level of design and implementation",
"similarity": 0.5319
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Practice technical leadership and collaboration with engineering and PM team, including development of roadmap, engineering and service excellence goals and related OKRs",
"similarity": 0.5282
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.5366,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "facilitate technical and delivery decisions",
"sentence": "Use data and insights from customer and production to contribute to some technical design and implementation decisions",
"similarity": 0.5671
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Practice technical leadership and collaboration with engineering and PM team, including development of roadmap, engineering and service excellence goals and related OKRs",
"similarity": 0.551
},
{
"kra_text": "manage stakeholder alignment and tradeoffs",
"sentence": "Understand organizational strategic directions and align platform architecture and future roadmap accordingly",
"similarity": 0.463
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.527,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Leading Design, Code reviews to ensure consistently high level of design and implementation",
"similarity": 0.5786
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Use data and insights from customer and production to contribute to some technical design and implementation decisions",
"similarity": 0.4765
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Practice technical leadership and collaboration with engineering and PM team, including development of roadmap, engineering and service excellence goals and related OKRs",
"similarity": 0.4522
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5024,
"slug": "angular-frontend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Cyber Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"GDPR"
],
"role_id": 5,
"score": 0.1667,
"slug": "cybersecurity-engineer",
"total_count": 6
},
{
"display_name": "Cloud Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"GDPR"
],
"role_id": 23,
"score": 0.1667,
"slug": "cloud-security-engineer",
"total_count": 6
},
{
"display_name": "Engineering Manager",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"GDPR"
],
"role_id": 121,
"score": 0.1667,
"slug": "engineering-manager",
"total_count": 6
},
{
"display_name": "WordPress Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"GDPR"
],
"role_id": 227,
"score": 0.1667,
"slug": "wordpress-dev",
"total_count": 6
},
{
"display_name": "Shopify Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"GDPR"
],
"role_id": 230,
"score": 0.1667,
"slug": "shopify-dev",
"total_count": 6
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "IoT / Edge Engineer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 212,
"score": 1.0,
"slug": "iot-edge-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 iot-edge-engineer (1.0) \u2014 no other alias at this confidence; skill_top cybersecurity-engineer 0.17 does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 3,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1292,
"r_and_r_preview": "\u2022 Defining, implementation and managing the service roadmap for integration services meeting current and future growth and opportunities for the program\n\u2022 Champion in service health, live site respons",
"role_display_name": "IoT / Edge Engineer",
"role_slug": "iot-edge-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 17767,
"role_display_name": "IoT / Edge Engineer",
"role_slug": "iot-edge-engineer",
"skill_name": "IoT",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 17768,
"role_display_name": "IoT / Edge Engineer",
"role_slug": "iot-edge-engineer",
"skill_name": "Architecture",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 17769,
"role_display_name": "IoT / Edge Engineer",
"role_slug": "iot-edge-engineer",
"skill_name": "Security",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 17771,
"role_display_name": "IoT / Edge Engineer",
"role_slug": "iot-edge-engineer",
"skill_name": "Accessibility",
"status": "pending"
},
{
"is_primary": false,
"queue_id": 17772,
"role_display_name": "IoT / Edge Engineer",
"role_slug": "iot-edge-engineer",
"skill_name": "Microsoft",
"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": 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"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 718,
"existing_alias_text": "GDPR",
"input_term": "GDPR",
"matched_canonical": {
"category_id": 12,
"display_name": "GDPR",
"id": 402,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "STANDARD",
"slug": "gdpr",
"sub_category_id": 3215,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
},
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
},
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
},
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
],
"chosen_role": {
"display_name": "IoT / Edge Engineer",
"id": 212,
"rationale": "Exact alias hit on iot-edge-engineer (1.0) \u2014 no other alias at this confidence; skill_top cybersecurity-engineer 0.17 does not contradict",
"role_archetype": null,
"slug": "iot-edge-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": "Code Review",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Compliance and Security Frameworks",
"id": 73,
"rationale": "Formal control frameworks and regulatory standards used to assess and document security posture. This dimension is coherent because the role translates technical controls into auditable requirements and evidence.",
"slug": "compliance-and-security-frameworks",
"source": "db"
},
"input_skill": "GDPR",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
},
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Standards, Protocols \u0026 Compliance",
"id": 452,
"rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
"slug": "standards-protocols-compliance",
"source": "db"
},
"input_skill": "GDPR",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Standards \u0026 Compliance",
"id": 343,
"rationale": "Ensuring WordPress sites adhere to web markup, styling, accessibility, and privacy regulations.",
"slug": "web-standards-compliance",
"source": "db"
},
"input_skill": "GDPR",
"llm_role": null,
"roles_from_db": [
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Standards, Protocols \u0026 Compliance",
"id": 436,
"rationale": "Adhering to industry standards and regulatory compliance when designing and integrating storefront solutions.",
"slug": "web-standards-protocols-compliance",
"source": "db"
},
"input_skill": "GDPR",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
]
}
],
"input_final_skills": [
"IoT",
"Architecture",
"Code Review",
"Security",
"Accessibility",
"GDPR",
"Microsoft"
],
"input_llm_skills": [
"IoT",
"Architecture",
"Code Review",
"Security",
"Accessibility",
"GDPR",
"Microsoft"
],
"new_aliases_persisted": 0,
"run_id": "2ede62a2-038a-4837-93a8-117eb20dfdc4",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "IoT",
"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": "iot",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Architecture",
"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": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "architecture",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"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": "Security",
"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": "security",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Accessibility",
"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": "accessibility",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "GDPR",
"alias_type": "CANONICAL",
"id": 718,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 12,
"display_name": "GDPR",
"id": 402,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "STANDARD",
"slug": "gdpr",
"sub_category_id": 3215,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Compliance and Security Frameworks",
"id": 73,
"rationale": "Formal control frameworks and regulatory standards used to assess and document security posture. This dimension is coherent because the role translates technical controls into auditable requirements and evidence.",
"slug": "compliance-and-security-frameworks",
"source": "db"
},
"input_skill": "GDPR",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
},
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Standards, Protocols \u0026 Compliance",
"id": 452,
"rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
"slug": "standards-protocols-compliance",
"source": "db"
},
"input_skill": "GDPR",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
},
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Standards \u0026 Compliance",
"id": 343,
"rationale": "Ensuring WordPress sites adhere to web markup, styling, accessibility, and privacy regulations.",
"slug": "web-standards-compliance",
"source": "db"
},
"input_skill": "GDPR",
"llm_role": null,
"roles_from_db": [
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Web Standards, Protocols \u0026 Compliance",
"id": 436,
"rationale": "Adhering to industry standards and regulatory compliance when designing and integrating storefront solutions.",
"slug": "web-standards-protocols-compliance",
"source": "db"
},
"input_skill": "GDPR",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
]
}
],
"input_skill": "GDPR",
"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": "Microsoft",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Platforms",
"skill_nature": "PLATFORM",
"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": "microsoft",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"IoT",
"Architecture",
"Security",
"Accessibility",
"Microsoft"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "IoT / Edge Engineer",
"id": 212,
"rationale": "Exact alias hit on iot-edge-engineer (1.0) \u2014 no other alias at this confidence; skill_top cybersecurity-engineer 0.17 does not contradict",
"role_archetype": null,
"slug": "iot-edge-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "IoT",
"tag": "new"
},
{
"skill": "Architecture",
"tag": "new"
},
{
"skill": "Code Review",
"tag": "in_db"
},
{
"skill": "Security",
"tag": "new"
},
{
"skill": "Accessibility",
"tag": "new"
},
{
"skill": "GDPR",
"tag": "in_db"
},
{
"skill": "Microsoft",
"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": 212,
"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
},
{
"chosen_role_id": 212,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Compliance and Security Frameworks",
"id": 73,
"rationale": "Formal control frameworks and regulatory standards used to assess and document security posture. This dimension is coherent because the role translates technical controls into auditable requirements and evidence.",
"slug": "compliance-and-security-frameworks",
"source": "db"
},
"dimension_id": 73,
"input_skill": "GDPR",
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