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Pipeline run

a55fd8ce-2a89-4345-ab0c-f1c7c456e1e4

Pipeline LLM cost (USD)
API 1: $0.0035 API 2: $0.0002 API 3: $0.0000 Total: $0.0037

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
Build and maintain iOS app features end-to-end in Swift, including API integration, test-driven development, unit tests, code reviews, and bug/performance fixes while collaborating on new feature design.
"Perform full stack hands-on mobile development for mobile app design and implementation on iOS"
Tech stack maturity
Mainstream Modern
The skill set centers on Swift, iOS, REST, and Git, which are characteristic of established modern mobile development rather than legacy or bleeding-edge cloud-native stacks.
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 (13)
iOS Swift REST Git Objective-C Auto Layout SwiftUI Core Data Core Animation Firebase Facebook Google Analytics Alamofire
Skill cluster (7 dimension groups, role-scoped)
Native Mobile Languages
Swift Objective-C
Android UI Frameworks
SwiftUI
Integration Protocols & Standards
REST
Local Persistence and Offline Behavior
Core Data
Networking and API Integration
Alamofire
Vendor Product Ecosystems
Firebase
Cross-cutting / unaligned
iOS Git Auto Layout Core Animation Facebook Google Analytics
Show KRA description ↓
Perform full stack hands-on mobile development for mobile app design and implementation on iOS, including system analysis, test-driven application development, unit test, test automation, code review, and application maintenance support. Develop application programming interfaces to support mobile functionality. Collaborate with cross-functional teams to define and design new features. Conduct unit-test code for robustness, including edge cases, usability, and general reliability. Work on bug fixing and improving application performance. Remain up to date with the terminology, concepts, and best practices for coding mobile apps. Swift language knowledge. Objective C language knowledge is a plus. Autolayout knowledge, SwiftUI is a plus. iOS Frameworks such as Core Data and Core Animation. Knowledge of Apple’s design principles and application interface guidelines. OOP knowledge. Rest API knowledge. Familiarity with Firebase, Facebook, Google Analytics, Alamofire. Git versioning knowledge.

Signals

Skill full-stack-engineer
0.25
Alias ios-engineer
1.00
KRA ios-engineer
0.54
Status: completed Created: 2026-05-27T13:57:11.925370Z Updated: 2026-05-27T13:59:00.955291Z API 3 duration: 46047 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 · 0.95 CASE A

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

Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: iOS Developer

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

Qeleo Technolabs is looking for3+ year experienced iOS Developer to join our team. As the  iOS Developer you will be responsible for the planning, building, testing, and deployment of MyRegistry.com's iOS App. You possess strong technical aptitude, have experience building for Android platforms, and wish to further your expertise in software design and architecture.


Duties/Responsibilities : 


Perform full stack hands-on mobile development for mobile app design and implementation on iOS, including system analysis, test-driven application development, unit   test, test automation, code review, and application maintenance supportDevelop application programming interfaces to support mobile functionalityCollaborate with cross-functional teams to define and design new featuresConduct unit-test code for robustness, including edge cases, usability, and general reliabilityWork on bug fixing and improving application performanceRemain up to date with the terminology, concepts, and best practices for coding mobile apps

Required Skills/Knowledge/Experience


Swift language knowledgeObjective C language knowledge is a plus Autolayout knowledge, SwiftUI is a plusiOS Frameworks such as Core Data and Core AnimationKnowledge of Apple’s design principles and application interface guidelinesOOP knowledgeRest API knowledgeFamiliarity with Firebase, Facebook, Google Analytics, AlamofireGit versioning knowledge



About us


Qeleo Technolabs is a professional technology infrastructure and engineering firm providing software solution services to companies all over the world. Qeleo stands for: Quality, Excellence, Luck, Enthusiasm, and Optimism. It is our mission to be the best outsourced technology partner in the areas of software development, quality assurance, and design.Qeleo is headquartered in Ahmedabad City, Gujarat, India, an IT hub with a population of 8.2 million and multiple business and engineering colleges that provide Ahmedabad with a natural talent pool. Qeleo is always searching for strong team members to join us If you’re a .net developer,Graphic Designer,Android & iOS Developer,front end developer, or software quality assurance engineer, or you have other skills and experience that would be a good match for Qeleo, please submit your resume to careers@qeleo.in. We look forward to hearing from you!


Working with Qeleo offers a wide range of benefits, including:
Working alongside a talented team at a fast-growing companyCompetitive base salaryGreat work/life balanceOpportunities to visit U.S. office of our clientsEqual Employment Opportunity, with 360-degree reviews Health insurance after successful probation periodFriday team lunch

Skills from this JD

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

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)
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)
Objective-C Secondary 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)
Auto Layout Secondary 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)
SwiftUI Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SwiftUI id=444 · swiftui

Aliases — catalog

  • SwiftUI (CANONICAL) primary

Context tags (catalog)

@Binding @State Accessibility Animations Combine Core Data Declarative syntax ForEach List MVVM Modifiers NavigationStack Preview State management Swift Swift Concurrency Swift Package Manager Swift Playgrounds UIKit Views Xcode iOS macOS tvOS watchOS

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Ui Framework
Vendor
Apple
License
other_open
Year introduced
2019
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: SwiftUI is widely listed in iOS/macOS job postings and is Apple’s primary UI framework for new apps, with strong ecosystem adoption replacing much UIKit-only greenfield work.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
341
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Android UI Frameworks Catalog dimension db id 162

    Library dimension (catalog)

    Roles linked in library: Android Developer, Native Mobile Developer

  • 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
Android UI Frameworks
android-ui-frameworks
Existing dimension (library) · Role↔dimension saved
UIKit and SwiftUI
uikit-and-swiftui
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Core Data Secondary 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
Core Animation 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
Frameworks
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST id=11 · rest

Aliases — catalog

  • REST (CANONICAL) primary

Context tags (catalog)

API API design API versioning CRUD DELETE GET HATEOAS HTTP JSON OAuth OAuth2 OpenAPI POST PUT Postman RESTful Swagger URI Webhooks XML authentication client-server content negotiation endpoint endpoints middleware resource resource-oriented serialization stateless status codes versioning web services

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Api Architecture Style
Year introduced
2000
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2122
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Standards & Protocols Compliance Catalog dimension db id 452

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Firebase id=2468 · firebase

Aliases — catalog

  • Firebase (CANONICAL) primary

Context tags (catalog)

A/B Testing Analytics App Distribution Authentication Cloud Functions Cloud Messaging Crashlytics Dynamic Links Emulator Suite Firebase Analytics Firebase SDK Firestore Firestore Security Rules Hosting Performance Monitoring Realtime Database Remote Config

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Backend Platform
Vendor
Google
License
proprietary
Year introduced
2011
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Firebase appears frequently in mobile/web job postings and Google continues active product support; it remains a common BaaS choice alongside AWS Amplify and Supabase, not a sunset technology.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
1865
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cloud Platforms & Managed Services Catalog dimension db id 221

    Library dimension (catalog)

    Roles linked in library: Fullstack Developer, Go Backend Developer, Node.js Backend Developer

  • Vendor Product Ecosystems Catalog dimension db id 385

    Library dimension (catalog)

    Roles linked in library: Ionic Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Platforms & Managed Services
cloud-platforms-managed-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vendor Product Ecosystems
vendor-product-ecosystems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Facebook Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Google Analytics 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
Analytics Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Alamofire Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Alamofire id=455 · alamofire

Aliases — catalog

  • Alamofire (CANONICAL) primary

Context tags (catalog)

API CocoaPods Codable HTTP JSON REST REST API Swift URLSession Xcode async/await asynchronous authentication cURL error handling iOS interceptors multipart/form-data networking reachability request request serialization response response serialization response validation

Stored enrichment (catalog DB)

Category
Library
Sub-category
Networking Library
Vendor
Alamofire Software Foundation
License
mit
Year introduced
2014
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Alamofire appears in iOS/Swift job postings, but JD volume is far below core mobile stacks like Swift/UIKit/URLSession; it remains a specialized networking library rather than a universal hiring staple.

Skill profile (library / DB)

Skill nature
LIBRARY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
7
Sub-category id
344
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Networking and API Integration Catalog dimension db id 84

    Library dimension (catalog)

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

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Networking and API Integration
networking-and-api-integration
Existing dimension (library) · Role↔dimension saved
Git Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Git id=1002 · git

Aliases — catalog

  • Git (CANONICAL)

Context tags (catalog)

CI/CD GitHub GitLab branching checkout clone commit fork merging pull request rebase remote repository stash versioning

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Version Control Tool
Vendor
Linus Torvalds
License
gpl_v2
Year introduced
2005
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
730
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)

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
iOS in_db
React Frontend Development
d_init_01
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)
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)
Auto Layout in_db
UIKit and SwiftUI
uikit-and-swiftui
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SwiftUI in_db
Android UI Frameworks
android-ui-frameworks
Existing dimension (library) · Role↔dimension saved
SwiftUI in_db
UIKit and SwiftUI
uikit-and-swiftui
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
REST in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase in_db
Cloud Platforms & Managed Services
cloud-platforms-managed-services
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase in_db
Vendor Product Ecosystems
vendor-product-ecosystems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Alamofire in_db
Networking and API Integration
networking-and-api-integration
Existing dimension (library) · Role↔dimension saved
Git in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Core Animation | type=Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Facebook | type=Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Google Analytics | type=Analytics Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleiOS Developer
CompanyQeleo Technolabs
Experience3+ year experienced
DomainIT Services & Consulting
Location Ahmedabad, India (null)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Qeleo Technolabs is a professional",
      "last_5_words": "from you!"
    },
    "text": "Qeleo Technolabs is a professional technology infrastructure and engineering firm providing software solution services to companies all over the world. Qeleo stands for: Quality, Excellence, Luck, Enthusiasm, and Optimism. It is our mission to be the best outsourced technology partner in the areas of software development, quality assurance, and design. Qeleo is headquartered in Ahmedabad City, Gujarat, India, an IT hub with a population of 8.2 million and multiple business and engineering colleges that provide Ahmedabad with a natural talent pool. Qeleo is always searching for strong team members to join us If you\u2019re a .net developer, Graphic Designer, Android \u0026 iOS Developer, front end developer, or software quality assurance engineer, or you have other skills and experience that would be a good match for Qeleo, please submit your resume to careers@qeleo.in. We look forward to hearing from you!",
    "word_count": 139
  },
  "certifications": [],
  "company_name": "Qeleo Technolabs",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Technology Infrastructure",
        "Software Solutions"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 3,
    "raw": "3+ year experienced"
  },
  "job_locations": [
    {
      "aliases": [
        "Ahmedabad City"
      ],
      "city": "Ahmedabad",
      "country": "India",
      "state": "Gujarat",
      "work_mode": "null"
    }
  ],
  "role": "iOS Developer",
  "role_aliases": [
    "iOS Engineer",
    "Mobile Developer",
    "iOS App Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Duties/Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Perform full stack hands-on mobile",
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API 1 — extract-from-jd click to toggle
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API 2 — extract-details
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        }
      ],
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            "source": "db"
          },
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            },
            {
              "display_name": "Fullstack Developer",
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              "slug": "full-stack-engineer",
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          ]
        },
        {
          "dimension": {
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            },
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              "display_name": "Go Backend Developer",
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            },
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            },
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              "rationale": null,
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            },
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            },
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              "slug": "scala-backend-developer",
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          ]
        },
        {
          "dimension": {
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            "id": 271,
            "rationale": "Standards and protocols for integrating Pega applications.",
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            "source": "db"
          },
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            }
          ]
        },
        {
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            "id": 452,
            "rationale": "Encompasses key web and data standards, protocols, and compliance requirements relevant to Sitecore implementations.",
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            "source": "db"
          },
          "input_skill": "REST",
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              "display_name": "Sitecore Dev",
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              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
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            }
          ]
        }
      ],
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    },
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        }
      ],
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        "is_also_category": false,
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      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
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            "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
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            "source": "db"
          },
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            },
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            },
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              "display_name": "Node.js Backend Developer",
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            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Vendor Product Ecosystems",
            "id": 385,
            "rationale": "Leverages vendor-specific product families to build, deploy, and integrate cross-platform mobile applications.",
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            "source": "db"
          },
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            }
          ]
        }
      ],
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    },
    {
      "aliases_in_db": [],
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      "input_skill": "Facebook",
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      "new_alias_persisted": false,
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        "skill_id": "facebook",
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      },
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    },
    {
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      "input_skill": "Google Analytics",
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          "volatility": "MEDIUM"
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        "skill_id": "google-analytics",
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        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
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        {
          "alias_text": "Alamofire",
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          "id": 781,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 7,
        "display_name": "Alamofire",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LIBRARY",
        "slug": "alamofire",
        "sub_category_id": 344,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Networking and API Integration",
            "id": 84,
            "rationale": "Client-side HTTP communication with backend services, including request construction, response parsing, retries, and error handling. iOS engineers use this to connect native screens to server-owned APIs.",
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            "source": "db"
          },
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            {
              "display_name": "Android Developer",
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              "slug": "android-engineer",
              "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": "iOS Developer",
              "id": 6,
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              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Alamofire",
      "matched_via": "alias",
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      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
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    },
    {
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        {
          "alias_text": "Git",
          "alias_type": "CANONICAL",
          "id": 1613,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 13,
        "display_name": "Git",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "git",
        "sub_category_id": 730,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Git",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Git",
      "matched_via": "alias",
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      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Core Animation",
    "Facebook",
    "Google Analytics"
  ]
}
API 3 — final-role-output
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    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "a55fd8ce-2a89-4345-ab0c-f1c7c456e1e4"
}

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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