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Pipeline run

4543a22b-1f2a-4e27-ac03-4b99f001246a

Pipeline LLM cost (USD)
API 1: $0.0122 API 2: $0.0004 API 3: $0.0000 Total: $0.0126

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: jd · tech_stack_maturity: jd
Nature of work · Native screen and flow building
Leads an iOS/Apple Watch mobile team, turning business requirements into technical tasks, reviewing code/design, coaching developers, and managing agile sprints, releases, estimates, docs, and App Store builds/certificates.
"Translate business requirements into an application by implementing the best strategy to ensure design meets performance, usability, reliability, and scalability standards."
Tech stack maturity
Mainstream Legacy
The skill set is centered on iOS-native development with Objective-C, Core Data, provisioning profiles, and Xcode, which indicates a mature but not cloud-native or bleeding-edge stack.
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 (21)
Objective-C Swift Xcode Cocoa Touch OpenGL iOS SDK Apple Watch Agile Code Review Sprint Requirements Analysis Documentation Release Management Apple Certificates Provisioning Profiles In-App Purchase Push Notifications Core Data Storyboard Auto Layout Adaptive Layout
Skill cluster (5 dimension groups, role-scoped)
Native Mobile Build and Release Tooling
Xcode Provisioning Profiles
Native Mobile Languages
Objective-C Swift
Local Persistence and Offline Behavior
Core Data
Push Notifications and Deep Links
Push Notifications
Cross-cutting / unaligned
Cocoa Touch OpenGL iOS SDK Apple Watch Agile Code Review Sprint Requirements Analysis Documentation Release Management Apple Certificates In-App Purchase Storyboard Auto Layout Adaptive Layout
Show KRA description ↓
Strong knowledge of Objective C, Swift, Xcode, Cocoa Touch, OpenGL, iPhone/iPad Apple SDK/Apple Watch Provide technical and team leadership in all areas of mobile application development. Manage the day-to-day activities of the development team while adhering to the company’s overall development strategy as defined by Manager. Coach and develop team members on the development of high-quality code and applications. Perform regular design and code reviews with development team members to confirm use of best practices and identify opportunities for one-to-one mentoring and development. Optimize performance of the agile-development lifecycle by ensuring consistent, successful sprints by working to reduce blocking issues for the team. Contribute to meeting project and product development goals on-time and on-budget. Actively participate in the definition of both functional and non-functional requirements of a system and define the development strategy, standards and support tools. Translate business requirements into an application by implementing the best strategy to ensure design meets performance, usability, reliability, and scalability standards. Translate complex functional and technical requirements into detailed development tasks. Prioritize tasks assigned to the development team based on priorities communicated by manager/management. Ensure the technical team develops detailed documentation for all source code. Participate in and manage the release process as instructed by the Manager. Maintain team’s current technical knowledge to leverage rapidly changing technology through formal and informal team training. Accurately estimate the duration of design, development, and testing tasks. Build an effective development team by recruiting and retaining talented high-performance developers, and conducting effective performance reviews of team members. Contribute to and enforce the technology policies, organization, and processes that produce predictable, efficient development of world-class software. Monitor task queues and issue-logs; allocate resources to ensure on-time completion of tasks and resolution of issues / bugs. Develop, foster, and enforce team accountability to meet commitments. Complete special projects and assignments as assigned Knowledge of Apple Certificates and Provisioning profile management and uploading build to the store. In App Purchase, Push Notification, Core Data, Storyboard, Auto-Layout, Adaptive Layout.

Signals

Skill ios-engineer
0.33
Alias
KRA flutter-developer
0.61

Post-classification

Centroidupdated · n=6
Alias collision log
New-role queue
New skills captured11
New KRA capturedyes

Captured for admin review

Cocoa Touch primary Native Mobile Developer pending
OpenGL primary Native Mobile Developer pending
iOS SDK primary Native Mobile Developer pending
Apple Watch primary Native Mobile Developer pending
Sprint primary Native Mobile Developer pending
Requirements Analysis primary Native Mobile Developer pending
Documentation primary Native Mobile Developer pending
Release Management primary Native Mobile Developer pending
Apple Certificates primary Native Mobile Developer pending
In-App Purchase primary Native Mobile Developer pending
Storyboard primary Native Mobile Developer pending
R&R fragment (sim 0.00) Native Mobile Developer pending

Strong knowledge of Objective C, Swift, Xcode, Cocoa Touch, OpenGL, iPhone/iPad Apple SDK/Apple Watch Provide technical and team leadership in all areas of mobile application development. Manage the d…

Status: completed Created: 2026-05-27T13:54:39.485427Z Updated: 2026-05-27T13:57:31.479885Z API 3 duration: 44343 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

Native Mobile Developer

iOS Developer

sub-role · 0.99 domain · Software Engineering CASE DOMAIN

slug: native-mobile-developer · id: 75 · source: db · sub-role slug: ios-engineer

Domain=Software Engineering → sub-role ios-engineer; The JD is clearly about native iOS mobile application development and team leadership, matching Native Mobile Developer best among the candidates.

Matched skills

Objective CSwiftXcodeCocoa TouchOpenGLiPhone/iPad Apple SDKApple WatchApple CertificatesProvisioning profile managementIn App PurchasePush NotificationCore DataStoryboardAuto-LayoutAdaptive Layout

Matched dimensions

Mobile application developmentTechnical team leadershipAgile development managementCode review and mentoringRelease managementRequirements translation and task planningPerformance, usability, reliability, and scalabilityTeam hiring, retention, and performance management

Matched KRAs

Provide technical and team leadership in all areasManage the day-to-day activities of the development teamCoach and develop team membersPerform regular design and code reviewsOptimize performance of the agile-development lifecycleContribute to meeting project and product development goalsParticipate in and manage the release processAccurately estimate the duration of design, development, and testing tasks

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

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

Job description

Work From Office.


We are looking for iOS Team Lead.


Lead a team of software developers in the top to bottom mobile application development including user interface design, application design, unit and functional testing, implementation and deployment to customers of the company's portfolio of mobile applications.


Roles and Responsibilities
Strong knowledge of Objective C, Swift, Xcode, Cocoa Touch, OpenGL, iPhone/iPad Apple SDK/Apple Watch
Provide technical and team leadership in all areas of mobile application development.
Manage the day-to-day activities of the development team while adhering to the company’s overall development strategy as defined by Manager.
Coach and develop team members on the development of high-quality code and applications.
Perform regular design and code reviews with development team members to confirm use of best practices and identify opportunities for one-to-one mentoring and development.
Optimize performance of the agile-development lifecycle by ensuring consistent, successful sprints by working to reduce blocking issues for the team.
Contribute to meeting project and product development goals on-time and on-budget.
Actively participate in the definition of both functional and non-functional requirements of a system and define the development strategy, standards and support tools.
Translate business requirements into an application by implementing the best strategy to ensure design meets performance, usability, reliability, and scalability standards.
Translate complex functional and technical requirements into detailed development tasks.
Prioritize tasks assigned to the development team based on priorities communicated by manager/management.
Ensure the technical team develops detailed documentation for all source code.
Participate in and manage the release process as instructed by the Manager.
Maintain team’s current technical knowledge to leverage rapidly changing technology through formal and informal team training.
Accurately estimate the duration of design, development, and testing tasks.
Build an effective development team by recruiting and retaining talented high-performance developers, and conducting effective performance reviews of team members.
Contribute to and enforce the technology policies, organization, and processes that produce predictable, efficient development of world-class software.
Monitor task queues and issue-logs; allocate resources to ensure on-time completion of tasks and resolution of issues / bugs.
Develop, foster, and enforce team accountability to meet commitments.
Complete special projects and assignments as assigned
Knowledge of Apple Certificates and Provisioning profile management and uploading build to the store.
In App Purchase, Push Notification, Core Data, Storyboard, Auto-Layout, Adaptive Layout.


5 Days Workings,
Flexible Working hours,
Friendly Work Culture,
Immediate joiners preferred.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Objective-C Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Objective-C id=441 · objective-c

Aliases — catalog

  • Objective-C (CANONICAL) primary

Context tags (catalog)

ARC AppKit Cocoa Cocoa Touch Core Data Foundation IBAction IBOutlet Interface Builder NSURLConnection NSURLSession Objective-C runtime Swift UIKit Xcode blocks categories delegates iOS macOS protocols selectors

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Apple
License
other_open
Year introduced
1984
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Objective-C still appears in iOS/macOS legacy maintenance JDs, but most new Apple development listings now favor Swift, indicating a narrow, declining market signal.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Native Mobile Languages Catalog dimension db id 274

    Library dimension (catalog)

    Roles linked in library: Native Mobile Developer

  • Swift and Objective-C Catalog dimension db id 81

    Library dimension (catalog)

    Roles linked in library: iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Native Mobile Languages
native-mobile-languages
Existing dimension (library) · Role↔dimension saved
Swift and Objective-C
swift-and-objective-c
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Swift Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Swift id=440 · swift

Aliases — catalog

  • Swift (CANONICAL) primary
  • Swift 2.0 (VERSION)
  • Swift 2.x (VERSION)
  • Swift 3.0 (VERSION)
  • Swift 3.x (VERSION)
  • Swift 4.0 (VERSION)
  • Swift 4.x (VERSION)
  • Swift 5.0 (VERSION)
  • Swift 5.x (VERSION)
  • Swift 6.0 (VERSION)
  • Swift 6.x (VERSION)

Context tags (catalog)

ARC Cocoa Cocoa Touch CocoaPods Combine Core Data Grand Central Dispatch MVVM Objective-C Optionals SPM Swift Package Manager SwiftUI UIKit Xcode async/await asynchronous programming closure closures error handling iOS Development protocol-oriented programming type safety

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Apple
License
apache_2
Year introduced
2014
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Swift is broadly used for iOS/macOS hiring; job postings commonly list it alongside UIKit/SwiftUI, and Apple continues to invest in it as the primary language for new app development.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Native Mobile Languages Catalog dimension db id 274

    Library dimension (catalog)

    Roles linked in library: Native Mobile Developer

  • Swift and Objective-C Catalog dimension db id 81

    Library dimension (catalog)

    Roles linked in library: iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Native Mobile Languages
native-mobile-languages
Existing dimension (library) · Role↔dimension saved
Swift and Objective-C
swift-and-objective-c
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Xcode Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Xcode id=479 · xcode

Aliases — catalog

  • Xcode (CANONICAL) primary

Context tags (catalog)

App Store Asset Catalog Build Phases Cocoa Cocoa Touch CocoaPods Code Signing Debugging Git integration Instruments Interface Builder Objective-C Provisioning Profiles Simulator Storyboard Swift Swift Package Manager SwiftUI TestFlight UIKit Version Control XCTest Xcode Server code signing debugging iOS SDK storyboards

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Ide Tool
Vendor
Apple
License
proprietary
Year introduced
2003
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Xcode is the standard IDE in iOS/macOS job postings and Apple’s official toolchain for Swift/Objective-C development; it remains a common hiring requirement for Apple-platform roles.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
359
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Build and Release Tooling Catalog dimension db id 89

    Library dimension (catalog)

    Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, iOS Developer

  • Native Mobile Build and Release Tooling Catalog dimension db id 272

    Library dimension (catalog)

    Roles linked in library: Flutter Developer, Native Mobile Developer, React Native Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Build and Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
Cocoa Touch 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
Mobile Frameworks
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
OpenGL 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
Graphics APIs
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
iOS SDK 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
Mobile Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Apple Watch 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
Wearable Devices
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
367
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)
Code Review Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Code Review id=516 · code-review

Aliases — catalog

  • Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

Stored enrichment (catalog DB)

Category
SoftSkill
Sub-category
Code Review
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
58
Sub-category id
364
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sprint 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
Project Management
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Requirements Analysis 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
Software Development Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Documentation 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
Software Development Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Release 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
Software Development Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Apple Certificates 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
Certifications
Sub-category
general
Skill nature
CREDENTIAL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Provisioning Profiles Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: provisioning profiles id=483 · provisioning-profiles

Aliases — catalog

  • provisioning profiles (CANONICAL) primary

Context tags (catalog)

App Store App Store Connect Apple Developer Apple Developer Program IPA TestFlight UDID UUID Xcode ad hoc distribution build settings bundle identifier certificate code signing developer portal development certificate device registration distribution certificate entitlement keys entitlements iOS iOS distribution keychain access mobile provisioning provisioning portal provisioning profile types push notifications team ID

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Code Signing Concept
Confidence
0.80
Version strategy
NOT_APPLICABLE

Maturity reasoning: Provisioning profiles are specific to Apple code signing and app distribution; they appear mainly in iOS/macOS job posts and docs, with far lower JD volume than general signing or CI/CD skills.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2687
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • App Distribution and Release Troubleshooting Catalog dimension db id 381

    Library dimension (catalog)

    Roles linked in library: Ionic Developer

  • Build and Release Tooling Catalog dimension db id 89

    Library dimension (catalog)

    Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, iOS Developer

  • Native Mobile Build and Release Tooling Catalog dimension db id 272

    Library dimension (catalog)

    Roles linked in library: Flutter Developer, Native Mobile Developer, React Native Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
App Distribution and Release Troubleshooting
app-distribution-and-release-troubleshooting
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Build and Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
In-App Purchase 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
Monetization Strategies
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Push Notifications Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: push notifications id=1605 · push-notifications

Aliases — catalog

  • push notifications (CANONICAL) primary
  • Push Notifications (CANONICAL)

Context tags (catalog)

A/B testing APNs Firebase Cloud Messaging analytics background updates delivery tracking message queue mobile push notification center notification channels notification payload opt-in push analytics real-time updates rich notifications scheduling service workers subscription model user engagement user segmentation web push

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Notification Delivery Concept
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: Push notifications are a standard mobile/web capability and appear routinely in JDs for iOS, Android, and frontend roles; major vendors like Apple APNs and Firebase Cloud Messaging actively support them.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2134
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Background Execution and Lifecycle Catalog dimension db id 87

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer, React Native Developer, iOS Developer

  • Push Notifications and Deep Links Catalog dimension db id 320

    Library dimension (catalog)

    Roles linked in library: Ionic Developer, React Native Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Background Execution and Lifecycle
background-execution-and-lifecycle
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Push Notifications and Deep Links
push-notifications-and-deep-links
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Core Data Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Core Data id=459 · core-data

Aliases — catalog

  • Core Data (CANONICAL) primary

Context tags (catalog)

Batch Updates Concurrency Context Core Data Framework Core Data Stack Data Model Entity Faulting Fetch Request Migration NSFetchRequest NSFetchedResultsController NSManagedObject NSManagedObjectContext NSPersistentContainer NSPredicate Relationships SQLite store SwiftUI Xcode batch updates entity model faulting fetch predicates iOS merge policies migration object graph xcdatamodeld

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Persistence Framework
Vendor
Apple
License
proprietary
Year introduced
2008
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Core Data appears mainly in Apple/iOS-specific job postings and legacy Cocoa codebases; market demand is far narrower than cross-platform persistence stacks like SQLite/Realm, with no broad hiring-pipeline ubiquity.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
336
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Local Persistence and Offline Behavior Catalog dimension db id 85

    Library dimension (catalog)

    Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Native Mobile Developer, React Native Developer, iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
Existing dimension (library) · Role↔dimension saved
Storyboard 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
User Interface Design
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Auto Layout Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Auto Layout id=447 · auto-layout

Aliases — catalog

  • Auto Layout (CANONICAL) primary

Context tags (catalog)

anchors compression resistance constraints equal height equal width hugging priority interface builder intrinsic content size leading/trailing multiplier safe area stack views storyboard top/bottom xib

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Layout System Concept
Confidence
0.84
Version strategy
NOT_APPLICABLE

Maturity reasoning: Auto Layout is a standard iOS/UI design skill; it appears routinely in mobile job descriptions and Apple’s docs still center it for responsive layouts, with no announced replacement.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
315
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • UIKit and SwiftUI Catalog dimension db id 82

    Library dimension (catalog)

    Roles linked in library: iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
UIKit and SwiftUI
uikit-and-swiftui
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Adaptive Layout Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: adaptive layout id=2750 · adaptive-layout

Aliases — catalog

  • adaptive layout (CANONICAL) primary

Context tags (catalog)

CSS frameworks accessibility breakpoints component libraries cross-browser compatibility design patterns flexbox fluid layouts grid layout media queries mobile-first performance optimization responsive design user experience viewport

Stored enrichment (catalog DB)

Category
Architecture
Sub-category
Responsive Ui Architecture
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Adaptive layout is a standard responsive UI practice and appears broadly in frontend job descriptions alongside CSS Grid/Flexbox and mobile-first design; it’s a common hiring-pipeline expectation rather than a niche specialty.

Skill profile (library / DB)

Skill nature
PATTERN
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
1
Sub-category id
2038
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Responsive Layout and Adaptation Catalog dimension db id 313

    Library dimension (catalog)

    Roles linked in library: Flutter Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Responsive Layout and Adaptation
responsive-layout-and-adaptation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

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
Objective-C in_db
Native Mobile Languages
native-mobile-languages
Existing dimension (library) · Role↔dimension saved
Objective-C in_db
Swift and Objective-C
swift-and-objective-c
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Swift in_db
Native Mobile Languages
native-mobile-languages
Existing dimension (library) · Role↔dimension saved
Swift in_db
Swift and Objective-C
swift-and-objective-c
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Xcode in_db
Build and Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Xcode in_db
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Code Review in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Provisioning Profiles in_db
App Distribution and Release Troubleshooting
app-distribution-and-release-troubleshooting
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Provisioning Profiles in_db
Build and Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Provisioning Profiles in_db
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
Push Notifications in_db
Background Execution and Lifecycle
background-execution-and-lifecycle
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Push Notifications in_db
Push Notifications and Deep Links
push-notifications-and-deep-links
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Core Data in_db
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
Existing dimension (library) · Role↔dimension saved
Auto Layout in_db
UIKit and SwiftUI
uikit-and-swiftui
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Adaptive Layout in_db
Responsive Layout and Adaptation
responsive-layout-and-adaptation
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Cocoa Touch | type=Mobile Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed OpenGL | type=Graphics APIs subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed iOS SDK | type=Mobile Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Apple Watch | type=Wearable Devices subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Sprint | type=Project Management subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Requirements Analysis | type=Software Development Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Documentation | type=Software Development Practices subtype=general nature=PRACTICE lifespan=EVERGREEN
canonical_skill_proposed Release Management | type=Software Development Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Apple Certificates | type=Certifications subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR
canonical_skill_proposed In-App Purchase | type=Monetization Strategies subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Storyboard | type=User Interface Design subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleiOS Team Lead
DomainSoftware & SaaS Products
Location(onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
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        "SaaS",
        "Product Companies"
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      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [],
  "experience": null,
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": null,
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "iOS Team Lead",
  "role_aliases": [
    "iOS Lead",
    "Mobile Team Lead",
    "iOS Development Lead"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Roles and Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Strong knowledge of Objective C,",
        "last_5_words": "Auto-Layout, Adaptive Layout."
      },
      "text": "Strong knowledge of Objective C, Swift, Xcode, Cocoa Touch, OpenGL, iPhone/iPad Apple SDK/Apple Watch\nProvide technical and team leadership in all areas of mobile application development.\nManage the day-to-day activities of the development team while adhering to the company\u2019s overall development strategy as defined by Manager.\nCoach and develop team members on the development of high-quality code and applications.\nPerform regular design and code reviews with development team members to confirm use of best practices and identify opportunities for one-to-one mentoring and development.\nOptimize performance of the agile-development lifecycle by ensuring consistent, successful sprints by working to reduce blocking issues for the team.\nContribute to meeting project and product development goals on-time and on-budget.\nActively participate in the definition of both functional and non-functional requirements of a system and define the development strategy, standards and support tools.\nTranslate business requirements into an application by implementing the best strategy to ensure design meets performance, usability, reliability, and scalability standards.\nTranslate complex functional and technical requirements into detailed development tasks.\nPrioritize tasks assigned to the development team based on priorities communicated by manager/management.\nEnsure the technical team develops detailed documentation for all source code.\nParticipate in and manage the release process as instructed by the Manager.\nMaintain team\u2019s current technical knowledge to leverage rapidly changing technology through formal and informal team training.\nAccurately estimate the duration of design, development, and testing tasks.\nBuild an effective development team by recruiting and retaining talented high-performance developers, and conducting effective performance reviews of team members.\nContribute to and enforce the technology policies, organization, and processes that produce predictable, efficient development of world-class software.\nMonitor task queues and issue-logs; allocate resources to ensure on-time completion of tasks and resolution of issues / bugs.\nDevelop, foster, and enforce team accountability to meet commitments.\nComplete special projects and assignments as assigned\nKnowledge of Apple Certificates and Provisioning profile management and uploading build to the store.\nIn App Purchase, Push Notification, Core Data, Storyboard, Auto-Layout, Adaptive Layout.",
      "word_count": 366
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
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      "skill_name": "Objective-C"
    },
    {
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    {
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    },
    {
      "is_primary": true,
      "skill_name": "Auto Layout"
    },
    {
      "is_primary": true,
      "skill_name": "Adaptive Layout"
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  ],
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    ],
    "urls": []
  },
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  "rejection_reason": null,
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}
API 2 — extract-details
{
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              "display_name": "Flutter Developer",
              "id": 74,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "flutter-developer",
              "source": "db"
            },
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Native Mobile Build and Release Tooling",
            "id": 272,
            "rationale": "Tooling used to compile, sign, package, version, and automate release-ready builds for native mobile apps across iOS and Android. This cluster includes platform-specific build systems and release automation used to produce reproducible app artifacts and prepare internal or public release candidates.",
            "slug": "native-mobile-build-and-release-tooling",
            "source": "db"
          },
          "input_skill": "Provisioning Profiles",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Flutter Developer",
              "id": 74,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "flutter-developer",
              "source": "db"
            },
            {
              "display_name": "Native Mobile Developer",
              "id": 75,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "native-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "React Native Developer",
              "id": 73,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Provisioning Profiles",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "In-App Purchase",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Monetization Strategies",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "in-app-purchase",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "push notifications",
          "alias_type": "CANONICAL",
          "id": 4339,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "Push Notifications",
          "alias_type": "CANONICAL",
          "id": 2557,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "push notifications",
        "id": 1605,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "push-notifications",
        "sub_category_id": 2134,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Background Execution and Lifecycle",
            "id": 87,
            "rationale": "App lifecycle handling and deferred work mechanisms that keep iOS behavior reliable when the app is backgrounded, suspended, or relaunched. This is important for sync, refresh, and user-visible continuity.",
            "slug": "background-execution-and-lifecycle",
            "source": "db"
          },
          "input_skill": "Push Notifications",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "React Native Developer",
              "id": 73,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            },
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Push Notifications and Deep Links",
            "id": 320,
            "rationale": "Mechanisms for receiving notifications and routing users into the right in-app destination from external entry points. React Native developers use these flows to re-engage users and restore context after taps or app launches.",
            "slug": "push-notifications-and-deep-links",
            "source": "db"
          },
          "input_skill": "Push Notifications",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Ionic Developer",
              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            },
            {
              "display_name": "React Native Developer",
              "id": 73,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Push Notifications",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Core Data",
          "alias_type": "CANONICAL",
          "id": 785,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 5,
        "display_name": "Core Data",
        "id": 459,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "core-data",
        "sub_category_id": 336,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Local Persistence and Offline Behavior",
            "id": 85,
            "rationale": "On-device storage used for caching, offline support, and durable client state. This cluster is coherent because iOS apps often need to preserve user progress and data when connectivity is limited.",
            "slug": "local-persistence-and-offline-behavior",
            "source": "db"
          },
          "input_skill": "Core Data",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Android Developer",
              "id": 4,
              "rationale": null,
              "role_archetype": null,
              "slug": "android-engineer",
              "source": "db"
            },
            {
              "display_name": "Flutter Developer",
              "id": 74,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "flutter-developer",
              "source": "db"
            },
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "Native Mobile Developer",
              "id": 75,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "native-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "React Native Developer",
              "id": 73,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            },
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Core Data",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Storyboard",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "User Interface Design",
          "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": "storyboard",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Auto Layout",
          "alias_type": "CANONICAL",
          "id": 773,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Auto Layout",
        "id": 447,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "auto-layout",
        "sub_category_id": 315,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "UIKit and SwiftUI",
            "id": 82,
            "rationale": "Frameworks and component models used to build screens, layouts, and interactive UI behavior on iOS. This cluster covers both declarative and imperative UI work needed to implement app flows.",
            "slug": "uikit-and-swiftui",
            "source": "db"
          },
          "input_skill": "Auto Layout",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Auto Layout",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "adaptive layout",
          "alias_type": "CANONICAL",
          "id": 4194,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 1,
        "display_name": "adaptive layout",
        "id": 2750,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PATTERN",
        "slug": "adaptive-layout",
        "sub_category_id": 2038,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Responsive Layout and Adaptation",
            "id": 313,
            "rationale": "Techniques for adapting Flutter interfaces to different screen sizes, orientations, densities, and form factors. This is a coherent cluster because Flutter apps must preserve UX consistency across phones, tablets, foldables, and desktop-like surfaces.",
            "slug": "responsive-layout-and-adaptation",
            "source": "db"
          },
          "input_skill": "Adaptive Layout",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Flutter Developer",
              "id": 74,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "flutter-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Adaptive Layout",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Cocoa Touch",
    "OpenGL",
    "iOS SDK",
    "Apple Watch",
    "Sprint",
    "Requirements Analysis",
    "Documentation",
    "Release Management",
    "Apple Certificates",
    "In-App Purchase",
    "Storyboard"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Native Mobile Developer",
    "id": 75,
    "rationale": "Domain=Software Engineering \u2192 sub-role ios-engineer; The JD is clearly about native iOS mobile application development and team leadership, matching Native Mobile Developer best among the candidates.",
    "role_archetype": "Engineering",
    "slug": "native-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Objective-C",
      "tag": "in_db"
    },
    {
      "skill": "Swift",
      "tag": "in_db"
    },
    {
      "skill": "Xcode",
      "tag": "in_db"
    },
    {
      "skill": "Cocoa Touch",
      "tag": "new"
    },
    {
      "skill": "OpenGL",
      "tag": "new"
    },
    {
      "skill": "iOS SDK",
      "tag": "new"
    },
    {
      "skill": "Apple Watch",
      "tag": "new"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    },
    {
      "skill": "Sprint",
      "tag": "new"
    },
    {
      "skill": "Requirements Analysis",
      "tag": "new"
    },
    {
      "skill": "Documentation",
      "tag": "new"
    },
    {
      "skill": "Release Management",
      "tag": "new"
    },
    {
      "skill": "Apple Certificates",
      "tag": "new"
    },
    {
      "skill": "Provisioning Profiles",
      "tag": "in_db"
    },
    {
      "skill": "In-App Purchase",
      "tag": "new"
    },
    {
      "skill": "Push Notifications",
      "tag": "in_db"
    },
    {
      "skill": "Core Data",
      "tag": "in_db"
    },
    {
      "skill": "Storyboard",
      "tag": "new"
    },
    {
      "skill": "Auto Layout",
      "tag": "in_db"
    },
    {
      "skill": "Adaptive Layout",
      "tag": "in_db"
    }
  ],
  "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": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Native Mobile Languages",
          "id": 274,
          "rationale": "Primary implementation languages used to build platform-specific app features, UI logic, and device integrations. This is the core coding surface for native mobile work on one platform.",
          "slug": "native-mobile-languages",
          "source": "db"
        },
        "dimension_id": 274,
        "input_skill": "Objective-C",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Native Mobile Developer",
            "id": 75,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "native-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 441,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Swift and Objective-C",
          "id": 81,
          "rationale": "Primary implementation languages for native iOS app features, platform APIs, and client-side business logic. This is the core coding surface for building and maintaining iPhone and iPad experiences.",
          "slug": "swift-and-objective-c",
          "source": "db"
        },
        "dimension_id": 81,
        "input_skill": "Objective-C",
        "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": "iOS Developer",
            "id": 6,
            "rationale": null,
            "role_archetype": null,
            "slug": "ios-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 441,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Native Mobile Languages",
          "id": 274,
          "rationale": "Primary implementation languages used to build platform-specific app features, UI logic, and device integrations. This is the core coding surface for native mobile work on one platform.",
          "slug": "native-mobile-languages",
          "source": "db"
        },
        "dimension_id": 274,
        "input_skill": "Swift",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Native Mobile Developer",
            "id": 75,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "native-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 440,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Swift and Objective-C",
          "id": 81,
          "rationale": "Primary implementation languages for native iOS app features, platform APIs, and client-side business logic. This is the core coding surface for building and maintaining iPhone and iPad experiences.",
          "slug": "swift-and-objective-c",
          "source": "db"
        },
        "dimension_id": 81,
        "input_skill": "Swift",
        "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": "iOS Developer",
            "id": 6,
            "rationale": null,
            "role_archetype": null,
            "slug": "ios-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 440,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Build and Release Tooling",
          "id": 89,
          "rationale": "Tooling used to compile, sign, package, and automate iOS app builds. iOS engineers rely on this stack to produce reproducible release artifacts and manage build-time configuration.",
          "slug": "build-and-release-tooling",
          "source": "db"
        },
        "dimension_id": 89,
        "input_skill": "Xcode",
        "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": "Android Developer",
            "id": 4,
            "rationale": null,
            "role_archetype": null,
            "slug": "android-engineer",
            "source": "db"
          },
          {
            "display_name": "Flutter Developer",
            "id": 74,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "flutter-developer",
            "source": "db"
          },
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "iOS Developer",
            "id": 6,
            "rationale": null,
            "role_archetype": null,
            "slug": "ios-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 479,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Native Mobile Build and Release Tooling",
          "id": 272,
          "rationale": "Tooling used to compile, sign, package, version, and automate release-ready builds for native mobile apps across iOS and Android. This cluster includes platform-specific build systems and release automation used to produce reproducible app artifacts and prepare internal or public release candidates.",
          "slug": "native-mobile-build-and-release-tooling",
          "source": "db"
        },
        "dimension_id": 272,
        "input_skill": "Xcode",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Flutter Developer",
            "id": 74,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "flutter-developer",
            "source": "db"
          },
          {
            "display_name": "Native Mobile Developer",
            "id": 75,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "native-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "React Native Developer",
            "id": 73,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-native-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 479,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
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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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