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Pipeline run

3dc8893a-442b-4ce3-b71a-c00d472869f3

Pipeline LLM cost (USD)
API 1: $0.0121 API 2: $0.0017 API 3: $0.0000 Total: $0.0137

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: no_kras · tech_stack_maturity: jd
Nature of work no kras
Vague JD — no KRAs present to derive a specific nature of work.
Tech stack maturity
Mainstream Modern
The skill mix of Android/iOS mobile development with Azure AD and patch management suggests a modern enterprise mobile stack that is current but not specifically cloud-native or bleeding-edge.
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 (58)
Intune Azure AD Active Directory Windows iOS Android macOS Microsoft Endpoint Configuration Manager SCCM Windows Autopilot Office 365 Group Policy Objects Software Distribution Patch Management Device Compliance Conditional Access Endpoint Protection Windows Defender BitLocker Windows Hello for Business Mobile Device Management Mobile Application Management Application Deployment User Management SLAs +33
Skill cluster (2 dimension groups, role-scoped)
Identity and Access Management Products
Azure AD Microsoft Entra ID
Cross-cutting / unaligned
Intune Active Directory Windows iOS Android macOS Microsoft Endpoint Configuration Manager SCCM Windows Autopilot Office 365 Group Policy Objects Software Distribution Patch Management Device Compliance Conditional Access Endpoint Protection Windows Defender BitLocker Windows Hello for Business Mobile Device Management Mobile Application Management Application Deployment User Management SLAs Co-Management Cloud Management Gateway Modern Management Intune CSP ADMX templates Windows as a Service Driver Management Azure AD App Proxy AD DS AD FS Azure AD Connect Identity and Access Management MFA RMS AIP LOB applications OEM Store applications Apple APN Apple Business Manager Google Workspace Microsoft Store Apple Store Google Play iOS SDK Android SDK Wi-Fi Azure AD Join MDM auto enrollment Device Management Device Groups User Groups Reporting

Signals

Skill cybersecurity-engineer
0.04
Alias
KRA hybrid-mobile-developer
0.51

Post-classification

Centroidupdated · n=32
Alias collision log
New-role queue
New skills captured52
New KRA captured

Captured for admin review

SLAs Hybrid Mobile Developer pending
Intune primary Hybrid Mobile Developer pending
Active Directory primary Hybrid Mobile Developer pending
Windows primary Hybrid Mobile Developer pending
macOS primary Hybrid Mobile Developer pending
Microsoft Endpoint Configuration Manager primary Hybrid Mobile Developer pending
SCCM primary Hybrid Mobile Developer pending
Co-Management Hybrid Mobile Developer pending
Cloud Management Gateway Hybrid Mobile Developer pending
Windows Autopilot primary Hybrid Mobile Developer pending
Modern Management Hybrid Mobile Developer pending
Office 365 primary Hybrid Mobile Developer pending
Group Policy Objects primary Hybrid Mobile Developer pending
Intune CSP Hybrid Mobile Developer pending
ADMX templates Hybrid Mobile Developer pending
Software Distribution primary Hybrid Mobile Developer pending
Windows as a Service Hybrid Mobile Developer pending
Driver Management Hybrid Mobile Developer pending
Device Compliance primary Hybrid Mobile Developer pending
Conditional Access primary Hybrid Mobile Developer pending
Endpoint Protection primary Hybrid Mobile Developer pending
Windows Defender primary Hybrid Mobile Developer pending
BitLocker primary Hybrid Mobile Developer pending
Windows Hello for Business primary Hybrid Mobile Developer pending
Azure AD App Proxy Hybrid Mobile Developer pending
AD DS Hybrid Mobile Developer pending
AD FS Hybrid Mobile Developer pending
Azure AD Connect Hybrid Mobile Developer pending
Identity and Access Management Hybrid Mobile Developer pending
RMS Hybrid Mobile Developer pending
AIP Hybrid Mobile Developer pending
Mobile Device Management primary Hybrid Mobile Developer pending
Mobile Application Management primary Hybrid Mobile Developer pending
LOB applications Hybrid Mobile Developer pending
OEM Store applications Hybrid Mobile Developer pending
Apple APN Hybrid Mobile Developer pending
Apple Business Manager Hybrid Mobile Developer pending
Google Workspace Hybrid Mobile Developer pending
Microsoft Store Hybrid Mobile Developer pending
Apple Store Hybrid Mobile Developer pending
Google Play Hybrid Mobile Developer pending
iOS SDK Hybrid Mobile Developer pending
Android SDK Hybrid Mobile Developer pending
Wi-Fi Hybrid Mobile Developer pending
Azure AD Join Hybrid Mobile Developer pending
MDM auto enrollment Hybrid Mobile Developer pending
Device Management Hybrid Mobile Developer pending
Application Deployment primary Hybrid Mobile Developer pending
User Management primary Hybrid Mobile Developer pending
Device Groups Hybrid Mobile Developer pending
User Groups Hybrid Mobile Developer pending
Reporting Hybrid Mobile Developer pending
Status: completed Created: 2026-05-27T14:28:37.104784Z Updated: 2026-05-27T14:32:08.746112Z API 3 duration: 26577 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

Hybrid Mobile Developer

CASE B

slug: 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.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
6
Skipped

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.

SLAs 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Intune 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Azure AD Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Azure AD id=342 · azure-ad

Aliases — catalog

  • Azure AD (CANONICAL) primary

Context tags (catalog)

App registrations Azure AD Connect Azure Active Directory B2B B2B Collaboration B2C Conditional Access Directory Synchronization Enterprise Applications Enterprise applications Entra ID Graph API Identity Governance Identity Protection MFA Multi-Factor Authentication OAuth OAuth 2.0 OpenID Connect RBAC SAML SCIM SSO service principals

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)
Microsoft Entra ID Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Microsoft Entra ID id=343 · microsoft-entra-id

Aliases — catalog

  • Microsoft Entra ID (CANONICAL) primary

Context tags (catalog)

API permissions Azure AD Conditional Access MFA OAuth 2.0 OpenID Connect RBAC SAML SCIM SSO access control app registrations conditional access directory synchronization enterprise applications federation identity governance identity management multi-factor authentication role-based access control security groups service principals single sign-on tenant user provisioning

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)
Active Directory 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Windows 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
iOS Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: iOS id=1594 · ios

Aliases — catalog

  • iOS (CANONICAL)

Context tags (catalog)

App Store Auto Layout Cocoa Touch CocoaPods Core Data MVVM Objective-C Push Notifications RESTful APIs Swift SwiftUI TestFlight UIKit Xcode iCloud

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)
Android Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Android id=1595 · android

Aliases — catalog

  • Android (CANONICAL)

Context tags (catalog)

API Level Android SDK Android Studio Firebase Gradle Java Jetpack Kotlin LiveData MVVM Material Design RecyclerView Retrofit Room XML

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Mobile Platform
Vendor
Google
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)
macOS 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Microsoft Endpoint Configuration Manager 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SCCM 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Co-Management 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Cloud Management Gateway 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Windows Autopilot 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Modern Management 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Office 365 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Group Policy Objects 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Intune CSP 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
ADMX templates 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Software Distribution 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Patch Management Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: patch management id=3167 · patch-management

Aliases — catalog

  • patch management (CANONICAL) primary

Context tags (catalog)

automated deployment change management compliance standards configuration management endpoint protection incident response patch testing release notes risk assessment rollback procedures security updates software inventory system hardening update scheduling vulnerability assessment

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)
Windows as a Service 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Driver Management 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Device Compliance 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Conditional Access 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Endpoint Protection 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Windows Defender 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
BitLocker 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Windows Hello for Business 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Azure AD App Proxy 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
AD DS 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
AD FS 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Azure AD Connect Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Azure AD id=342 · azure-ad

Aliases — catalog

  • Azure AD (CANONICAL) primary

Context tags (catalog)

App registrations Azure AD Connect Azure Active Directory B2B B2B Collaboration B2C Conditional Access Directory Synchronization Enterprise Applications Enterprise applications Entra ID Graph API Identity Governance Identity Protection MFA Multi-Factor Authentication OAuth OAuth 2.0 OpenID Connect RBAC SAML SCIM SSO service principals

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
Identity and Access Management 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
MFA Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: MFA id=746 · mfa

Aliases — catalog

  • MFA (CANONICAL) primary

Context tags (catalog)

2FA HOTP OAuth 2.0 OTP OpenID Connect SAML SSO TOTP authentication authenticator app biometrics conditional access hardware token push notification step-up authentication

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)
RMS 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
AIP 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Mobile Device Management 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Mobile Application Management 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
LOB applications 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
OEM Store applications 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Apple APN 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Apple Business Manager 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Google Workspace 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Microsoft Store 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Apple Store Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Apple App Store id=1085 · apple-app-store

Aliases — catalog

  • Apple App Store (CANONICAL) primary

Context tags (catalog)

App Analytics App Review Guidelines App Store Connect App Store Optimization App Store listing SwiftUI TestFlight UI/UX design Xcode beta testing iOS distribution iTunes Connect in-app purchases monetization strategies user engagement

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
Google Play Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Google Play Store id=1086 · google-play-store

Aliases — catalog

  • Google Play Store (CANONICAL) primary

Context tags (catalog)

APK ASO Android apps Google Play Console Play Store policies analytics app distribution app monetization app optimization app updates beta testing developer account in-app purchases user acquisition user reviews

Stored enrichment (catalog DB)

Category
Platform
Sub-category
App Distribution Platform
Vendor
Google
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
iOS SDK 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Android SDK 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Wi-Fi 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Azure AD Join Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Azure AD id=342 · azure-ad

Aliases — catalog

  • Azure AD (CANONICAL) primary

Context tags (catalog)

App registrations Azure AD Connect Azure Active Directory B2B B2B Collaboration B2C Conditional Access Directory Synchronization Enterprise Applications Enterprise applications Entra ID Graph API Identity Governance Identity Protection MFA Multi-Factor Authentication OAuth OAuth 2.0 OpenID Connect RBAC SAML SCIM SSO service principals

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
MDM auto enrollment 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Device Management 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Application Deployment 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
User Management 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Device Groups 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
User Groups 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Reporting 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
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
JD type fail
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"
    },
    {
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        "skill_name": "Azure AD Connect",
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      },
      {
        "is_primary": false,
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        "role_display_name": "Hybrid Mobile Developer",
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      },
      {
        "is_primary": false,
        "queue_id": 9181,
        "role_display_name": "Hybrid Mobile Developer",
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        "skill_name": "RMS",
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      {
        "is_primary": false,
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        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "AIP",
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      },
      {
        "is_primary": true,
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        "role_display_name": "Hybrid Mobile Developer",
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        "skill_name": "Mobile Device Management",
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      },
      {
        "is_primary": true,
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        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "Mobile Application Management",
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        "role_display_name": "Hybrid Mobile Developer",
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        "skill_name": "LOB applications",
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      {
        "is_primary": false,
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        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "OEM Store applications",
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      },
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        "is_primary": false,
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        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "Apple APN",
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        "is_primary": false,
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        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "Apple Business Manager",
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      },
      {
        "is_primary": false,
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        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "Google Workspace",
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      },
      {
        "is_primary": false,
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        "role_display_name": "Hybrid Mobile Developer",
        "role_slug": "hybrid-mobile-developer",
        "skill_name": "Microsoft Store",
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        "is_primary": false,
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        "is_primary": true,
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        "role_slug": "hybrid-mobile-developer",
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      {
        "is_primary": false,
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        "skill_name": "User Groups",
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        "is_primary": false,
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        "role_slug": "hybrid-mobile-developer",
        "skill_name": "Reporting",
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}
API 2 — extract-details
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "azure-ad",
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        "typical_lifespan": "EVERGREEN",
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 659,
      "existing_alias_text": "Microsoft Entra ID",
      "input_term": "Microsoft Entra ID",
      "matched_canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
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        "sub_category_id": 784,
        "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": 2540,
      "existing_alias_text": "iOS",
      "input_term": "iOS",
      "matched_canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
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        "sub_category_id": 1200,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
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          "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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 342,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "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"
        },
        "dimension_id": 65,
        "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": "Cyber Security Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 342,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "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.",
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          "source": "db"
        },
        "dimension_id": 137,
        "input_skill": "Microsoft Entra ID",
        "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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 343,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "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"
        },
        "dimension_id": 65,
        "input_skill": "Microsoft Entra ID",
        "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": "Cyber Security Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 343,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "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": "iOS",
        "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": 1594,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
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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.

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