Pipeline run
3dc8893a-442b-4ce3-b71a-c00d472869f3
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
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Hybrid Mobile Developer
CASE Bslug: hybrid-mobile-developer · id: 11 · source: db
KRA-led classification on hybrid-mobile-developer (skill weak, KRA 0.51)
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
• Experience in running metrics with an understanding of SLAs. • Ability to read, write, and interpret business and technical documents. • Ability to multi-task and maintain deadlines. • Flexible with working in different time zones. • Experienced in working with teams from multiple time-zones, multi-national interaction. • Experienced in trouble-shooting various operating systems. Able to support users via different communication methods (phone, email, instant messaging Intune/Azure AD - User Management • On boarding of new users. • Assigning User Licenses to users for endpoint configuration. • Create, edit or delete Azure Active Directory (AAD) User and Device groups. Intune/AAD - Application Creation and Deployment/Assignment • Upload and Configure LOB applications (Windows, iOS and Android). • Upload and Configure OEM Store applications (Microsoft, Apple and Google). • Deploy LOB applications to endpoints. • Deploy OEM Store applications to endpoints. • Deploy LOB/Store applications to group of users (AAD user groups). • Monitor application deployment status. Intune - Service Administration • Assignment of subscriptions and licenses to users. • Apple APN cert Management (renewal) • Android for Work (Google), Apple Business Manager (Apple), Autopilot (Microsoft). • Device settings configuration to enable Azure AD join (for Windows 10 devices) • MDM auto enrollment configurations (for Windows 10 devices) • Reporting. Intune - Mobile Application Management • LOB Application Wrapping for iOS and Android managed applications. • Wrap the LOB apps using iOS SDK. • Wrap the LOB apps using Android SDK. Intune - Device/Profile Management• Create, Maintain, Update, Deploy and Delete policies • Configuration policies like Device restrictions, Wi-Fi profile, domain join profile etc. • Compliance Policies • iOS, Android and Windows. • Device Life Cycle • Enrollment process of endpoints (iOS, Windows 10 and Android). • Retire and Wipe Devices. AAD/Intune - Conditional Access • Create, Maintain, Update, Deploy and Delete CA policies • CA for Windows, Android, iOS, MacOS. Intune - Auto-Pilot Excellent Experience On The Below. • Extensive experience in Design & implementation of Microsoft Endpoint Configuration Manager (MECM)/SCCM environment including Co-Management, CMG • Extensive experience in designing and execute the technical implementation of Windows 10 Autopilot\Modern Management solution using Intune, Azure AD, Office365 based on client requirements and design specifications. • Production of High-level/Low Level Design documentations. • Proficient in customizing and deploying Windows 10. • Knowledge on Group Policy Objects, Active Directory security and compliancy configurations and migrating to Intune CSP\ADMX templates. • Experience in setting up Intune based Software Distribution, Patch Management, Windows as Service, Driver Management processes. • Configure Device Compliance, Conditional access and endpoint protection policies, Windows Defender, Bitlocker, Windows Hello for Business etc. • Experience in Microsoft Azure AD, AzureAD AppProxy. • In depth understanding with deployment technologies to include, but not limited to AD DS, AD FS, AAD Connect, Identity & Access Management, MFA, RMS, AIP • Mobile Device Management and Mobile Application Management (MAM); protection and app restrictions on for Outlook and Office mobile apps on various mobile devices.
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
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Azure AD (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Vendor Saas Platform
- Vendor
- Microsoft
- License
- proprietary
- Year introduced
- 2013
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Azure AD (now Microsoft Entra ID) appears broadly in enterprise JDs for SSO, IAM, and Microsoft 365 integration; Microsoft’s rename shows evolution, not sunset, and demand remains high across cloud/security roles.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 784
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Identity and Access Architecture Catalog dimension db id 137
Library dimension (catalog)
Roles linked in library: Cloud Architect, Cloud Security Engineer
-
Identity and Access Management Products Catalog dimension db id 65
Library dimension (catalog)
Roles linked in library: Cyber Security Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Identity and Access Architecture
identity-and-access-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Identity and Access Management Products
identity-and-access-management-products
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Microsoft Entra ID (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Vendor Saas Platform
- Vendor
- Microsoft
- License
- proprietary
- Year introduced
- 2022
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Widely listed in enterprise JDs for SSO/IAM and Microsoft docs show it as the successor to Azure AD, indicating broad adoption rather than a niche tool.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 784
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Identity and Access Architecture Catalog dimension db id 137
Library dimension (catalog)
Roles linked in library: Cloud Architect, Cloud Security Engineer
-
Identity and Access Management Products Catalog dimension db id 65
Library dimension (catalog)
Roles linked in library: Cyber Security Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Identity and Access Architecture
identity-and-access-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Identity and Access Management Products
identity-and-access-management-products
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- iOS (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Mobile Operating Platform
- Vendor
- Apple Inc.
- License
- proprietary
- Year introduced
- 2007
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: iOS is a mainstream mobile platform with high JD volume for Swift/iOS roles across consumer and enterprise apps; Apple continues active platform support and releases, indicating broad adoption rather than niche use.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 1200
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Android (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Mobile Platform
- Vendor
- License
- apache_2
- Year introduced
- 2008
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Android appears in large volumes of mobile job postings and remains a standard platform in hiring pipelines; Google continues active platform releases and OEM ecosystem support, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 1201
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- patch management (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Maintenance Methodology
- Confidence
- 0.86
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Patch management is a standard ops/security requirement in most sysadmin, ITSM, and DevOps job descriptions, driven by compliance and vulnerability remediation workflows rather than a niche toolset.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 2438
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Composer and Dependency Management Catalog dimension db id 355
Library dimension (catalog)
Roles linked in library: Drupal Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Composer and Dependency Management
composer-and-dependency-management
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Azure AD (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Vendor Saas Platform
- Vendor
- Microsoft
- License
- proprietary
- Year introduced
- 2013
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Azure AD (now Microsoft Entra ID) appears broadly in enterprise JDs for SSO, IAM, and Microsoft 365 integration; Microsoft’s rename shows evolution, not sunset, and demand remains high across cloud/security roles.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 784
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Identity and Access Architecture Catalog dimension db id 137
Library dimension (catalog)
Roles linked in library: Cloud Architect, Cloud Security Engineer
-
Identity and Access Management Products Catalog dimension db id 65
Library dimension (catalog)
Roles linked in library: Cyber Security Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Identity and Access Architecture
identity-and-access-architecture
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Identity and Access Management Products
identity-and-access-management-products
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- MFA (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Multi Factor Authentication Concept
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: MFA is a standard security requirement in job descriptions across cloud, SaaS, and enterprise roles; major vendors like Microsoft and Google also push it as a baseline control.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 533
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Identity and Access Architecture Catalog dimension db id 137
Library dimension (catalog)
Roles linked in library: Cloud Architect, Cloud Security Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Identity and Access Architecture
identity-and-access-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Apple App Store (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- App Distribution Platform
- Vendor
- Apple Inc.
- License
- proprietary
- Year introduced
- 2008
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Broadly used app distribution platform; App Store review and release management appear in many iOS job descriptions and are a standard requirement for shipping Apple apps.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 347
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Mobile Vendor Platforms Catalog dimension db id 172
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Aliases — catalog
- Google Play Store (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- App Distribution Platform
- Vendor
- License
- proprietary
- Year introduced
- 2012
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Google Play Store is a standard Android app distribution channel and appears in many mobile app JDs for release, publishing, and store optimization; it remains the default marketplace rather than a niche tool.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 347
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Mobile Vendor Platforms Catalog dimension db id 172
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Azure AD (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Vendor Saas Platform
- Vendor
- Microsoft
- License
- proprietary
- Year introduced
- 2013
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Azure AD (now Microsoft Entra ID) appears broadly in enterprise JDs for SSO, IAM, and Microsoft 365 integration; Microsoft’s rename shows evolution, not sunset, and demand remains high across cloud/security roles.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 784
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Identity and Access Architecture Catalog dimension db id 137
Library dimension (catalog)
Roles linked in library: Cloud Architect, Cloud Security Engineer
-
Identity and Access Management Products Catalog dimension db id 65
Library dimension (catalog)
Roles linked in library: Cyber Security Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Identity and Access Architecture
identity-and-access-architecture
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
|
Identity and Access Management Products
identity-and-access-management-products
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Other
- Sub-category
- general
- Skill nature
- TOOL
- 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 |
|---|---|---|---|---|---|---|
| Azure AD | in_db |
Identity and Access Architecture
identity-and-access-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Azure AD | in_db |
Identity and Access Management Products
identity-and-access-management-products
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Microsoft Entra ID | in_db |
Identity and Access Architecture
identity-and-access-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Microsoft Entra ID | in_db |
Identity and Access Management Products
identity-and-access-management-products
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| iOS | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Android | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Patch Management | in_db |
Composer and Dependency Management
composer-and-dependency-management
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Azure AD Connect | new |
Identity and Access Architecture
identity-and-access-architecture
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Azure AD Connect | new |
Identity and Access Management Products
identity-and-access-management-products
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| MFA | in_db |
Identity and Access Architecture
identity-and-access-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Apple Store | new |
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Google Play | new |
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Azure AD Join | new |
Identity and Access Architecture
identity-and-access-architecture
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Azure AD Join | new |
Identity and Access Management Products
identity-and-access-management-products
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | SLAs | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Intune | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Active Directory | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windows | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | macOS | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Microsoft Endpoint Configuration Manager | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | SCCM | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Co-Management | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Cloud Management Gateway | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windows Autopilot | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Modern Management | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Office 365 | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Group Policy Objects | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Intune CSP | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | ADMX templates | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Software Distribution | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windows as a Service | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Driver Management | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Device Compliance | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Conditional Access | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Endpoint Protection | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windows Defender | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | BitLocker | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Windows Hello for Business | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Azure AD App Proxy | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | AD DS | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | AD FS | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Identity and Access Management | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | RMS | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | AIP | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Mobile Device Management | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Mobile Application Management | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | LOB applications | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | OEM Store applications | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Apple APN | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Apple Business Manager | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Google Workspace | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Microsoft Store | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | iOS SDK | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Android SDK | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Wi-Fi | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | MDM auto enrollment | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Device Management | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Application Deployment | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | User Management | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Device Groups | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | User Groups | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Reporting | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Azure AD Connect ↔ Identity and Access Architecture | |
| dimension_skill_link_proposed | Azure AD Connect ↔ Identity and Access Management Products | |
| dimension_skill_link_proposed | Apple Store ↔ Mobile Vendor Platforms | |
| role_dimension_link_proposed | Hybrid Mobile Developer ↔ Mobile Vendor Platforms | |
| dimension_skill_link_proposed | Google Play ↔ Mobile Vendor Platforms | |
| role_dimension_link_proposed | Hybrid Mobile Developer ↔ Mobile Vendor Platforms | |
| dimension_skill_link_proposed | Azure AD Join ↔ Identity and Access Architecture | |
| dimension_skill_link_proposed | Azure AD Join ↔ Identity and Access Management Products |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "fail",
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"MFA",
"metrics",
"Microsoft Azure",
"production",
"Azure",
"iOS",
"Android",
"Azure AD",
"templates",
"patch management",
"policies",
"Task"
],
"role_archetype": "Engineering"
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": false,
"skill_name": "SLAs"
},
{
"is_primary": true,
"skill_name": "Intune"
},
{
"is_primary": true,
"skill_name": "Azure AD"
},
{
"is_primary": false,
"skill_name": "Microsoft Entra ID"
},
{
"is_primary": true,
"skill_name": "Active Directory"
},
{
"is_primary": true,
"skill_name": "Windows"
},
{
"is_primary": true,
"skill_name": "iOS"
},
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "macOS"
},
{
"is_primary": true,
"skill_name": "Microsoft Endpoint Configuration Manager"
},
{
"is_primary": true,
"skill_name": "SCCM"
},
{
"is_primary": false,
"skill_name": "Co-Management"
},
{
"is_primary": false,
"skill_name": "Cloud Management Gateway"
},
{
"is_primary": true,
"skill_name": "Windows Autopilot"
},
{
"is_primary": false,
"skill_name": "Modern Management"
},
{
"is_primary": true,
"skill_name": "Office 365"
},
{
"is_primary": true,
"skill_name": "Group Policy Objects"
},
{
"is_primary": false,
"skill_name": "Intune CSP"
},
{
"is_primary": false,
"skill_name": "ADMX templates"
},
{
"is_primary": true,
"skill_name": "Software Distribution"
},
{
"is_primary": true,
"skill_name": "Patch Management"
},
{
"is_primary": false,
"skill_name": "Windows as a Service"
},
{
"is_primary": false,
"skill_name": "Driver Management"
},
{
"is_primary": true,
"skill_name": "Device Compliance"
},
{
"is_primary": true,
"skill_name": "Conditional Access"
},
{
"is_primary": true,
"skill_name": "Endpoint Protection"
},
{
"is_primary": true,
"skill_name": "Windows Defender"
},
{
"is_primary": true,
"skill_name": "BitLocker"
},
{
"is_primary": true,
"skill_name": "Windows Hello for Business"
},
{
"is_primary": false,
"skill_name": "Azure AD App Proxy"
},
{
"is_primary": false,
"skill_name": "AD DS"
},
{
"is_primary": false,
"skill_name": "AD FS"
},
{
"is_primary": false,
"skill_name": "Azure AD Connect"
},
{
"is_primary": false,
"skill_name": "Identity and Access Management"
},
{
"is_primary": false,
"skill_name": "MFA"
},
{
"is_primary": false,
"skill_name": "RMS"
},
{
"is_primary": false,
"skill_name": "AIP"
},
{
"is_primary": true,
"skill_name": "Mobile Device Management"
},
{
"is_primary": true,
"skill_name": "Mobile Application Management"
},
{
"is_primary": false,
"skill_name": "LOB applications"
},
{
"is_primary": false,
"skill_name": "OEM Store applications"
},
{
"is_primary": false,
"skill_name": "Apple APN"
},
{
"is_primary": false,
"skill_name": "Apple Business Manager"
},
{
"is_primary": false,
"skill_name": "Google Workspace"
},
{
"is_primary": false,
"skill_name": "Microsoft Store"
},
{
"is_primary": false,
"skill_name": "Apple Store"
},
{
"is_primary": false,
"skill_name": "Google Play"
},
{
"is_primary": false,
"skill_name": "iOS SDK"
},
{
"is_primary": false,
"skill_name": "Android SDK"
},
{
"is_primary": false,
"skill_name": "Wi-Fi"
},
{
"is_primary": false,
"skill_name": "Azure AD Join"
},
{
"is_primary": false,
"skill_name": "MDM auto enrollment"
},
{
"is_primary": false,
"skill_name": "Device Management"
},
{
"is_primary": true,
"skill_name": "Application Deployment"
},
{
"is_primary": true,
"skill_name": "User Management"
},
{
"is_primary": false,
"skill_name": "Device Groups"
},
{
"is_primary": false,
"skill_name": "User Groups"
},
{
"is_primary": false,
"skill_name": "Reporting"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "fail",
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"MFA",
"metrics",
"Microsoft Azure",
"production",
"Azure",
"iOS",
"Android",
"Azure AD",
"templates",
"patch management",
"policies",
"Task"
],
"role_archetype": "Engineering"
},
"rejected": false,
"rejection_reason": null,
"run_id": "3dc8893a-442b-4ce3-b71a-c00d472869f3",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": [
{
"kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
"sentence": "Upload and Configure OEM Store applications (Microsoft, Apple and Google).",
"similarity": 0.5443
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "LOB Application Wrapping for iOS and Android managed applications.",
"similarity": 0.5247
},
{
"kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
"sentence": "Intune/AAD - Application Creation and Deployment/Assignment",
"similarity": 0.4522
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.5071,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "Android Developer",
"kra_matches": [
{
"kra_text": "Manages Android application lifecycle, background workers with WorkManager, push notifications via FCM, and device permission request flows.",
"sentence": "Android for Work (Google), Apple Business Manager (Apple), Autopilot (Microsoft).",
"similarity": 0.5008
},
{
"kra_text": "Manages Android application lifecycle, background workers with WorkManager, push notifications via FCM, and device permission request flows.",
"sentence": "LOB Application Wrapping for iOS and Android managed applications.",
"similarity": 0.4936
},
{
"kra_text": "Prepares Android releases by managing build variants, ProGuard configurations, signing keystores, and Google Play Store submission requirements.",
"sentence": "Upload and Configure OEM Store applications (Microsoft, Apple and Google).",
"similarity": 0.4619
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 0.4854,
"slug": "android-engineer",
"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": "Extensive experience in designing and execute the technical implementation of Windows 10 Autopilot\\Modern Management solution using Intune, Azure AD, Office365 based on client requirements and design specifications.",
"similarity": 0.5132
},
{
"kra_text": "Designs IAM policies, service control policies, VPC segmentation, private endpoints, and zero-trust network access boundaries for cloud environments.",
"sentence": "Configuration policies like Device restrictions, Wi-Fi profile, domain join profile etc. \u2022 Compliance Policies",
"similarity": 0.4927
},
{
"kra_text": "Designs IAM policies, service control policies, VPC segmentation, private endpoints, and zero-trust network access boundaries for cloud environments.",
"sentence": "Create, Maintain, Update, Deploy and Delete CA policies",
"similarity": 0.4414
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4824,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "Scala Backend Developer",
"kra_matches": [
{
"kra_text": "service endpoint development",
"sentence": "Deploy OEM Store applications to endpoints.",
"similarity": 0.4958
},
{
"kra_text": "service endpoint development",
"sentence": "Enrollment process of endpoints (iOS, Windows 10 and Android).",
"similarity": 0.4464
},
{
"kra_text": "application data modeling",
"sentence": "LOB Application Wrapping for iOS and Android managed applications.",
"similarity": 0.4383
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 87,
"score": 0.4602,
"slug": "scala-backend-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "structure reusable application code",
"sentence": "LOB Application Wrapping for iOS and Android managed applications.",
"similarity": 0.4781
},
{
"kra_text": "translate product and design requirements",
"sentence": "Production of High-level/Low Level Design documentations.",
"similarity": 0.4775
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Experienced in working with teams from multiple time-zones, multi-national interaction.",
"similarity": 0.422
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4592,
"slug": "flutter-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Cyber Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Azure AD"
],
"role_id": 5,
"score": 0.0417,
"slug": "cybersecurity-engineer",
"total_count": 24
},
{
"display_name": "Cloud Architect",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Azure AD"
],
"role_id": 9,
"score": 0.0417,
"slug": "cloud-architect",
"total_count": 24
},
{
"display_name": "Cloud Security Engineer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Azure AD"
],
"role_id": 23,
"score": 0.0417,
"slug": "cloud-security-engineer",
"total_count": 24
},
{
"display_name": "Drupal Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"patch management"
],
"role_id": 228,
"score": 0.0417,
"slug": "drupal-dev",
"total_count": 24
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "B",
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.5071,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.5071,
"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": "KRA-led classification on hybrid-mobile-developer (skill weak, KRA 0.51)",
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},
"stage5_updates": {
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"centroid_updated": true,
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"new_kra_attached": null,
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
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},
{
"is_primary": true,
"queue_id": 9164,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "Group Policy Objects",
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},
{
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"queue_id": 9165,
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"skill_name": "Intune CSP",
"status": "pending"
},
{
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"queue_id": 9166,
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"skill_name": "ADMX templates",
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},
{
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},
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"role_slug": "hybrid-mobile-developer",
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},
{
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"role_slug": "hybrid-mobile-developer",
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},
{
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"queue_id": 9172,
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"role_slug": "hybrid-mobile-developer",
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},
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"is_primary": true,
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"role_display_name": "Hybrid Mobile Developer",
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},
{
"is_primary": true,
"queue_id": 9174,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "BitLocker",
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},
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"queue_id": 9175,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "Windows Hello for Business",
"status": "pending"
},
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"is_primary": false,
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"role_display_name": "Hybrid Mobile Developer",
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"skill_name": "Azure AD App Proxy",
"status": "pending"
},
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"role_display_name": "Hybrid Mobile Developer",
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"skill_name": "AD DS",
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},
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"queue_id": 9178,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "AD FS",
"status": "pending"
},
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"queue_id": 9179,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "Azure AD Connect",
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},
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"queue_id": 9180,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "Identity and Access Management",
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},
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"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "RMS",
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},
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"queue_id": 9182,
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"skill_name": "AIP",
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"role_display_name": "Hybrid Mobile Developer",
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},
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"role_slug": "hybrid-mobile-developer",
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"status": "pending"
},
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"is_primary": false,
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"role_display_name": "Hybrid Mobile Developer",
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"skill_name": "Apple APN",
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},
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},
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},
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"skill_name": "Apple Store",
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},
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},
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"role_display_name": "Hybrid Mobile Developer",
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},
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},
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"role_display_name": "Hybrid Mobile Developer",
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},
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"is_primary": false,
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"role_display_name": "Hybrid Mobile 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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},
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],
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}
}
API 2 — extract-details
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"is_extractable": true,
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"is_extractable": true,
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"matched_via": "alias"
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{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
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"matched_via": "alias"
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"alias_persisted": false,
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"is_extractable": true,
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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"is_extractable": true,
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"matched_via": "embedding_alias"
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{
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"alias_persisted": false,
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"is_extractable": true,
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},
"matched_via": "alias"
},
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"matched_via": "embedding_alias"
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{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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"matched_via": "embedding_alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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]
},
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},
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},
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"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "oem-store-applications",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Apple APN",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "apple-apn",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Apple Business Manager",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "apple-business-manager",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Google Workspace",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "google-workspace",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Microsoft Store",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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-store",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Apple App Store",
"alias_type": "CANONICAL",
"id": 1711,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 9,
"display_name": "Apple App Store",
"id": 1085,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "apple-app-store",
"sub_category_id": 347,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Mobile Vendor Platforms",
"id": 172,
"rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
"slug": "mobile-vendor-platforms",
"source": "db"
},
"input_skill": "Apple Store",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
}
]
}
],
"input_skill": "Apple Store",
"matched_via": "embedding_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": "Google Play Store",
"alias_type": "CANONICAL",
"id": 1712,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 9,
"display_name": "Google Play Store",
"id": 1086,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "google-play-store",
"sub_category_id": 347,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Mobile Vendor Platforms",
"id": 172,
"rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
"slug": "mobile-vendor-platforms",
"source": "db"
},
"input_skill": "Google Play",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
}
]
}
],
"input_skill": "Google Play",
"matched_via": "embedding_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": "iOS SDK",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "ios-sdk",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Android SDK",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "android-sdk",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Wi-Fi",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "wi-fi",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Azure AD",
"alias_type": "CANONICAL",
"id": 658,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 9,
"display_name": "Azure AD",
"id": 342,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "azure-ad",
"sub_category_id": 784,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Identity and Access Architecture",
"id": 137,
"rationale": "Cloud identity patterns for authentication, authorization, federation, and privileged access boundaries. This is central to cloud governance because it defines who can administer and consume platform resources.",
"slug": "identity-and-access-architecture",
"source": "db"
},
"input_skill": "Azure AD Join",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cloud Architect",
"id": 9,
"rationale": null,
"role_archetype": null,
"slug": "cloud-architect",
"source": "db"
},
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Identity and Access Management Products",
"id": 65,
"rationale": "Identity platforms and privileged access tools used to enforce authentication, authorization, and administrative control. This is a vendor-family dimension because the role often reviews multiple IAM and PAM products in enterprise environments.",
"slug": "identity-and-access-management-products",
"source": "db"
},
"input_skill": "Azure AD Join",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
}
]
}
],
"input_skill": "Azure AD Join",
"matched_via": "embedding_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": "MDM auto enrollment",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "mdm-auto-enrollment",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Device Management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "device-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Application Deployment",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "application-deployment",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "User Management",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "user-management",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Device Groups",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "device-groups",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "User Groups",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "user-groups",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Reporting",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Other",
"skill_nature": "TOOL",
"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": "reporting",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"SLAs",
"Intune",
"Active Directory",
"Windows",
"macOS",
"Microsoft Endpoint Configuration Manager",
"SCCM",
"Co-Management",
"Cloud Management Gateway",
"Windows Autopilot",
"Modern Management",
"Office 365",
"Group Policy Objects",
"Intune CSP",
"ADMX templates",
"Software Distribution",
"Windows as a Service",
"Driver Management",
"Device Compliance",
"Conditional Access",
"Endpoint Protection",
"Windows Defender",
"BitLocker",
"Windows Hello for Business",
"Azure AD App Proxy",
"AD DS",
"AD FS",
"Identity and Access Management",
"RMS",
"AIP",
"Mobile Device Management",
"Mobile Application Management",
"LOB applications",
"OEM Store applications",
"Apple APN",
"Apple Business Manager",
"Google Workspace",
"Microsoft Store",
"iOS SDK",
"Android SDK",
"Wi-Fi",
"MDM auto enrollment",
"Device Management",
"Application Deployment",
"User Management",
"Device Groups",
"User Groups",
"Reporting"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "KRA-led classification on hybrid-mobile-developer (skill weak, KRA 0.51)",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "SLAs",
"tag": "new"
},
{
"skill": "Intune",
"tag": "new"
},
{
"skill": "Azure AD",
"tag": "in_db"
},
{
"skill": "Microsoft Entra ID",
"tag": "in_db"
},
{
"skill": "Active Directory",
"tag": "new"
},
{
"skill": "Windows",
"tag": "new"
},
{
"skill": "iOS",
"tag": "in_db"
},
{
"skill": "Android",
"tag": "in_db"
},
{
"skill": "macOS",
"tag": "new"
},
{
"skill": "Microsoft Endpoint Configuration Manager",
"tag": "new"
},
{
"skill": "SCCM",
"tag": "new"
},
{
"skill": "Co-Management",
"tag": "new"
},
{
"skill": "Cloud Management Gateway",
"tag": "new"
},
{
"skill": "Windows Autopilot",
"tag": "new"
},
{
"skill": "Modern Management",
"tag": "new"
},
{
"skill": "Office 365",
"tag": "new"
},
{
"skill": "Group Policy Objects",
"tag": "new"
},
{
"skill": "Intune CSP",
"tag": "new"
},
{
"skill": "ADMX templates",
"tag": "new"
},
{
"skill": "Software Distribution",
"tag": "new"
},
{
"skill": "Patch Management",
"tag": "in_db"
},
{
"skill": "Windows as a Service",
"tag": "new"
},
{
"skill": "Driver Management",
"tag": "new"
},
{
"skill": "Device Compliance",
"tag": "new"
},
{
"skill": "Conditional Access",
"tag": "new"
},
{
"skill": "Endpoint Protection",
"tag": "new"
},
{
"skill": "Windows Defender",
"tag": "new"
},
{
"skill": "BitLocker",
"tag": "new"
},
{
"skill": "Windows Hello for Business",
"tag": "new"
},
{
"skill": "Azure AD App Proxy",
"tag": "new"
},
{
"skill": "AD DS",
"tag": "new"
},
{
"skill": "AD FS",
"tag": "new"
},
{
"skill": "Azure AD Connect",
"tag": "in_db"
},
{
"skill": "Identity and Access Management",
"tag": "new"
},
{
"skill": "MFA",
"tag": "in_db"
},
{
"skill": "RMS",
"tag": "new"
},
{
"skill": "AIP",
"tag": "new"
},
{
"skill": "Mobile Device Management",
"tag": "new"
},
{
"skill": "Mobile Application Management",
"tag": "new"
},
{
"skill": "LOB applications",
"tag": "new"
},
{
"skill": "OEM Store applications",
"tag": "new"
},
{
"skill": "Apple APN",
"tag": "new"
},
{
"skill": "Apple Business Manager",
"tag": "new"
},
{
"skill": "Google Workspace",
"tag": "new"
},
{
"skill": "Microsoft Store",
"tag": "new"
},
{
"skill": "Apple Store",
"tag": "in_db"
},
{
"skill": "Google Play",
"tag": "in_db"
},
{
"skill": "iOS SDK",
"tag": "new"
},
{
"skill": "Android SDK",
"tag": "new"
},
{
"skill": "Wi-Fi",
"tag": "new"
},
{
"skill": "Azure AD Join",
"tag": "in_db"
},
{
"skill": "MDM auto enrollment",
"tag": "new"
},
{
"skill": "Device Management",
"tag": "new"
},
{
"skill": "Application Deployment",
"tag": "new"
},
{
"skill": "User Management",
"tag": "new"
},
{
"skill": "Device Groups",
"tag": "new"
},
{
"skill": "User Groups",
"tag": "new"
},
{
"skill": "Reporting",
"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": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Identity and Access Architecture",
"id": 137,
"rationale": "Cloud identity patterns for authentication, authorization, federation, and privileged access boundaries. This is central to cloud governance because it defines who can administer and consume platform resources.",
"slug": "identity-and-access-architecture",
"source": "db"
},
"dimension_id": 137,
"input_skill": "Azure AD",
"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": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "db"
}
],
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LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.