Pipeline run
202d7f6e-d6a6-4928-b8a6-fd5f0c7bcceb
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
• Drive innovation and design solutions for consumer-facing iOS mobile applications • Provide technical leadership in the end-to-end design, development, and testing of solutions • Work with technical…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Native Mobile Developer
→Android Developer
sub-role · 0.98 domain · Software Engineering CASE DOMAINslug: native-mobile-developer · id: 75 · source: db · sub-role slug: android-engineer
Domain=Software Engineering → sub-role android-engineer; The JD is clearly for native mobile app development, with Android-specific technical responsibilities and mobile architecture/tooling, so Native Mobile Developer fits best.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Nisum is a leading global digital commerce firm headquartered in California, with services spanning digital strategy and transformation, insights and analytics, blockchain, business agility, and custom software development. Founded in 2000 with the customer-centric motto “ Building Success Together® ,” Nisum has grown to over 1,800 professionals across the United States, Chile,Colombia, India, Pakistan and Canada. A preferred advisor to leading Fortune 500 brands, Nisum enables clients to achieve direct business growth by building the advanced technology they need to reach end customers in today’s world, with immersive and seamless experiences across digital and physical channels. What You`ll Do • Drive innovation and design solutions for consumer-facing iOS mobile applications • Provide technical leadership in the end-to-end design, development, and testing of solutions • Work with technical leads, managers, and Product stakeholders to define and manage the technical roadmap • Prepare and present potential technical solutions and advise the business on approach and tradeoffs • Work with developers, business analysts, and subject matter experts to understand the complex technological system in order to produce integrated end-to-end solution options • Provide high-level effort estimates in the absence of detailed requirements • Communicate solution approaches to architects, project teams, and other stakeholders • Keep up to date on cutting-edge technologies and effectively incorporate that knowledge into our platform roadmap, design, and implementation What You Know • A minimum of 6+ years of proven professional experience is required. • Android candidate who has hands-on experience on Coroutines, data binding, fragment transaction, MVVM etc. • Must be very familiar with Clean, MVVM architecture and SOLID Principles • Have hands on experience on GIT, SVN, Bitbucket, AWS Code Commit • Strong good knowledge in OOPs, Collection Framework, Multi-Threading and Kotlin coroutines. • Strong knowledge in Jetpack Compose. • Dependency Injections like Hlit/Dagger and other Jetpack Architecture Components. • Experience of having worked on most common Google PlayServices: Google Maps, Location API, FCM. • Must Know the CI\CD concepts Education • Bachelor’s / Master’s degree in specific technical fields like computer science, math, statistics preferred; or equivalent practical experience Benefits • In addition to competitive salaries and benefits packages, Nisum India offers its employees some unique and fun extras: • Continuous Learning - Year-round training sessions are offered as part of skill enhancement certifications sponsored by the company on an as need basis. We support our team to excel in their field. • Parental Medical Insurance - Nisum believes our team is the heart of our business and we want to make sure to take care of the heart of theirs. We offer opt-in parental medical insurance in addition to our medical benefits. • Activities -From the Nisum Premier League's cricket tournaments to hosted Hack-a-thon, Nisum employees can participate in a variety of team building activities such as skits, dances performance in addition to festival celebrations. • Free Meals - Free snacks and dinner is provided on a daily basis, in addition to subsidized lunch. Nisum is an Equal Opportunity Employer and we are proud of our ongoing efforts to foster diversity and inclusion in the workplace.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- Android (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Mobile Platform
- Vendor
- License
- apache_2
- Year introduced
- 2008
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Android appears in large volumes of mobile job postings and remains a standard platform in hiring pipelines; Google continues active platform releases and OEM ecosystem support, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 1201
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- iOS (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Mobile Operating Platform
- Vendor
- Apple Inc.
- License
- proprietary
- Year introduced
- 2007
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: iOS is a mainstream mobile platform with high JD volume for Swift/iOS roles across consumer and enterprise apps; Apple continues active platform support and releases, indicating broad adoption rather than niche use.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 1200
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- coroutines (CANONICAL) primary
- Coroutines (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Concurrency Concept
- Confidence
- 0.88
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Coroutines are widely used in modern JDs for Kotlin, Python async, and JavaScript async/await; they’re a common concurrency concept rather than a niche tool.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 7
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Backend Concurrency and Async Programming Catalog dimension db id 387
Library dimension (catalog)
Roles linked in library: Kotlin Backend Developer
-
Concurrency and Async Workflows Catalog dimension db id 292
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Python Backend Developer
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Backend Concurrency and Async Programming
backend-concurrency-and-async-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Concurrency and Async Workflows
concurrency-and-async-workflows
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Mobile Development
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- MVVM (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Architecture
- Sub-category
- Presentation Architecture
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: MVVM is widely used in mobile and desktop JDs, especially Android, WPF, and SwiftUI ecosystems; it remains a common hiring keyword rather than a sunset pattern.
Skill profile (library / DB)
- Skill nature
- PATTERN
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 1
- Sub-category id
- 662
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
App Architecture and Dependency Injection Catalog dimension db id 94
Library dimension (catalog)
Roles linked in library: Android Developer, iOS Developer
-
Mobile Architecture and Code Organization Catalog dimension db id 170
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer, React Native Developer
-
Native Mobile App Architecture and Dependency Injection Catalog dimension db id 273
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Mobile Architecture and Code Organization
mobile-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- clean architecture (CANONICAL) primary
- Clean Architecture (CANONICAL)
- Clean architecture (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Architecture
- Sub-category
- Clean Architecture
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Commonly requested in software JDs and architecture interviews; widely referenced in books, blogs, and enterprise codebases as a standard design approach rather than a niche framework.
Skill profile (library / DB)
- Skill nature
- PATTERN
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 1
- Sub-category id
- 733
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application Architecture Patterns Catalog dimension db id 293
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Python Backend Developer
-
Backend Application Architecture and Code Organization Catalog dimension db id 366
Library dimension (catalog)
Roles linked in library: Go Backend Developer
-
Flutter App Architecture Catalog dimension db id 316
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
Mobile Architecture and Code Organization Catalog dimension db id 170
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer, React Native Developer
-
Native Mobile App Architecture and Dependency Injection Catalog dimension db id 273
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Service Architecture and Design Patterns Catalog dimension db id 18
Library dimension (catalog)
Roles linked in library: Backend Developer, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Application Architecture Patterns
application-architecture-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Backend Application Architecture and Code Organization
backend-application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Flutter App Architecture
flutter-app-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Mobile Architecture and Code Organization
mobile-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Service Architecture and Design Patterns
service-architecture-and-design-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Software Design
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- Git (CANONICAL)
Context tags (catalog)
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Version Control
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- FAST
- Typical lifespan
- SHORT_LIVED
- Version strategy
- VERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Version Control
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Cloud Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Programming Languages
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Programming Languages
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- multithreading (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Concurrency Concept
- Confidence
- 0.94
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common requirement in JDs for backend, systems, and mobile roles; widely taught and used across Java, C++, Go, and Python concurrency stacks.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 7
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Concurrency and Parallel Processing Catalog dimension db id 17
Library dimension (catalog)
Roles linked in library: Backend Developer, Java Backend Developer, Node.js Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Concurrency and Parallel Processing
concurrency-and-parallel-processing
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Kotlin (CANONICAL) primary
- kotlin 1.9 (VERSION)
- kotlin 1.9.0 (VERSION)
- kotlin 1.9.1 (VERSION)
- kotlin 1.9.10 (VERSION)
- kotlin 1.9.x (VERSION)
- kotlin-1.9 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- JetBrains
- License
- apache_2
- Year introduced
- 2011
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Kotlin appears in many Android, backend, and multiplatform job postings, and JetBrains reports strong ecosystem growth; it’s a mainstream hiring skill rather than niche.
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)
-
Java Language and JVM Catalog dimension db id 279
Library dimension (catalog)
Roles linked in library: Java Backend Developer, Kotlin Backend Developer, Scala Backend Developer
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
-
Native Mobile Languages Catalog dimension db id 274
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile Languages
native-mobile-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Jetpack Compose (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Ui Framework
- Vendor
- License
- apache_2
- Year introduced
- 2020
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Jetpack Compose appears in many Android job postings and Google positions it as the modern UI toolkit replacing XML-based Views, but it is not yet universal across Android teams.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- EMERGING
- 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
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Android UI Frameworks
android-ui-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- dependency injection (CANONICAL) primary
- Dependency Injection (CANONICAL)
- Dependency injection (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Dependency Injection
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common in JDs for Java/.NET/TypeScript roles and supported by major frameworks like Spring, ASP.NET Core, and Angular; it’s a standard architectural pattern rather than a niche tool.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 2482
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Angular Component Model and Templates Catalog dimension db id 303
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer
-
App Architecture and Dependency Injection Catalog dimension db id 94
Library dimension (catalog)
Roles linked in library: Android Developer, iOS Developer
-
Application Architecture Patterns Catalog dimension db id 293
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Python Backend Developer
-
Application Architecture and Code Organization Catalog dimension db id 220
Library dimension (catalog)
Roles linked in library: Fullstack Developer
-
Backend Application Architecture and Code Organization Catalog dimension db id 366
Library dimension (catalog)
Roles linked in library: Go Backend Developer
-
Flutter App Architecture Catalog dimension db id 316
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
Ionic App Architecture Catalog dimension db id 384
Library dimension (catalog)
Roles linked in library: Ionic Developer
-
Mobile Architecture and Code Organization Catalog dimension db id 170
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer, React Native Developer
-
Native Mobile App Architecture and Dependency Injection Catalog dimension db id 273
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
PHP and Magento Extension Points Catalog dimension db id 391
Library dimension (catalog)
Roles linked in library: Magento Dev
-
Service Architecture and Design Patterns Catalog dimension db id 18
Library dimension (catalog)
Roles linked in library: Backend Developer, Java Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Application Architecture Patterns
application-architecture-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Application Architecture and Code Organization
application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Backend Application Architecture and Code Organization
backend-application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Flutter App Architecture
flutter-app-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Ionic App Architecture
ionic-app-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Mobile Architecture and Code Organization
mobile-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
PHP and Magento Extension Points
php-and-magento-extension-points
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Service Architecture and Design Patterns
service-architecture-and-design-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Hilt (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- Dependency Injection Library
- Vendor
- License
- apache_2
- Year introduced
- 2020
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Hilt is increasingly listed in Android job descriptions and Google positions it as the recommended DI approach for new Android apps, replacing much manual Dagger setup.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- EMERGING
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 698
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
App Architecture and Dependency Injection Catalog dimension db id 94
Library dimension (catalog)
Roles linked in library: Android Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Dagger (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- Dependency Injection Library
- Vendor
- License
- apache_2
- Year introduced
- 2014
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Dagger is a standard Android/Java DI library and appears frequently in Android job descriptions; its successor Hilt is also promoted by Google, but Dagger remains widely used in existing codebases.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 698
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
App Architecture and Dependency Injection Catalog dimension db id 94
Library dimension (catalog)
Roles linked in library: Android Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Mobile Development
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Geolocation Services
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Geolocation Services
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- FCM (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Service
- Sub-category
- Push Messaging Service
- Vendor
- License
- unknown
- Year introduced
- 2016
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Firebase Cloud Messaging is widely used for mobile/web push and appears regularly in Android, Flutter, and backend job descriptions; Google actively maintains it as the standard successor to GCM.
Skill profile (library / DB)
- Skill nature
- CLOUD_SERVICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 11
- Sub-category id
- 2113
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Push Notifications and Deep Links Catalog dimension db id 320
Library dimension (catalog)
Roles linked in library: Ionic Developer, React Native Developer
-
Push Notifications and Messaging Catalog dimension db id 88
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Native Mobile Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Push Notifications and Deep Links
push-notifications-and-deep-links
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Push Notifications and Messaging
push-notifications-and-messaging
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- CI/CD (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Ci Cd Process
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: CI/CD appears in a large share of software engineering JDs and is a standard requirement across DevOps, platform, and backend roles; major vendors like GitHub, GitLab, and AWS all center product roadmaps on CI/CD pipelines.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 900
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
CI/CD for Machine Learning Catalog dimension db id 56
Library dimension (catalog)
Roles linked in library: ML Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| Android | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| iOS | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Coroutines | in_db |
Backend Concurrency and Async Programming
backend-concurrency-and-async-programming
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Coroutines | in_db |
Concurrency and Async Workflows
concurrency-and-async-workflows
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Coroutines | in_db |
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVVM | in_db |
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVVM | in_db |
Mobile Architecture and Code Organization
mobile-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVVM | in_db |
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Clean Architecture | in_db |
Application Architecture Patterns
application-architecture-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Clean Architecture | in_db |
Backend Application Architecture and Code Organization
backend-application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Clean Architecture | in_db |
Flutter App Architecture
flutter-app-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Clean Architecture | in_db |
Mobile Architecture and Code Organization
mobile-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Clean Architecture | in_db |
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Clean Architecture | in_db |
Service Architecture and Design Patterns
service-architecture-and-design-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Git | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Multithreading | in_db |
Concurrency and Parallel Processing
concurrency-and-parallel-processing
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Kotlin | in_db |
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Kotlin | in_db |
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Kotlin | in_db |
Native Mobile Languages
native-mobile-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Kotlin | in_db |
Programming Languages
programming-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Jetpack Compose | in_db |
Android UI Frameworks
android-ui-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Dependency Injection | in_db |
Angular Component Model and Templates
angular-component-model-and-templates
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dependency Injection | in_db |
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dependency Injection | in_db |
Application Architecture Patterns
application-architecture-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dependency Injection | in_db |
Application Architecture and Code Organization
application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dependency Injection | in_db |
Backend Application Architecture and Code Organization
backend-application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dependency Injection | in_db |
Flutter App Architecture
flutter-app-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dependency Injection | in_db |
Ionic App Architecture
ionic-app-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dependency Injection | in_db |
Mobile Architecture and Code Organization
mobile-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dependency Injection | in_db |
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Dependency Injection | in_db |
PHP and Magento Extension Points
php-and-magento-extension-points
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dependency Injection | in_db |
Service Architecture and Design Patterns
service-architecture-and-design-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Hilt | in_db |
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dagger | in_db |
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| FCM | in_db |
Push Notifications and Deep Links
push-notifications-and-deep-links
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| FCM | in_db |
Push Notifications and Messaging
push-notifications-and-messaging
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| CI/CD | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| CI/CD | in_db |
CI/CD for Machine Learning
ci-cd-for-machine-learning
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Data Binding | type=Web Frameworks subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Fragment Transactions | type=Mobile Development subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | SOLID Principles | type=Software Design subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | SVN | type=Version Control subtype=general nature=TOOL lifespan=SHORT_LIVED | |
| canonical_skill_proposed | Bitbucket | type=Version Control subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | AWS CodeCommit | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Object-Oriented Programming | type=Programming Languages subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Collection Framework | type=Programming Languages subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Jetpack Architecture Components | type=Mobile Development subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Google Maps | type=Geolocation Services subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Location API | type=Geolocation Services subtype=general nature=TOOL lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Nisum is a leading global",
"last_5_words": "digital and physical channels."
},
"text": "Nisum is a leading global digital commerce firm headquartered in California, with services spanning digital strategy and transformation, insights and analytics, blockchain, business agility, and custom software development. Founded in 2000 with the customer-centric motto \u201c Building Success Together\u00ae ,\u201d Nisum has grown to over 1,800 professionals across the United States, Chile,Colombia, India, Pakistan and Canada. A preferred advisor to leading Fortune 500 brands, Nisum enables clients to achieve direct business growth by building the advanced technology they need to reach end customers in today\u2019s world, with immersive and seamless experiences across digital and physical channels.",
"word_count": 84
},
"certifications": [],
"company_name": "Nisum",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
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"raw": "Bachelor\u2019s / Master\u2019s degree in specific technical fields like computer science, math, statistics preferred; or equivalent practical experience",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": 6,
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},
"job_locations": [],
"role": "Android Developer",
"role_aliases": [
"Mobile Developer",
"Android Engineer",
"Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "What You`ll Do",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Drive innovation and design",
"last_5_words": "roadmap, design, and implementation"
},
"text": "\u2022 Drive innovation and design solutions for consumer-facing iOS mobile applications\n\u2022 Provide technical leadership in the end-to-end design, development, and testing of solutions\n\u2022 Work with technical leads, managers, and Product stakeholders to define and manage the technical roadmap\n\u2022 Prepare and present potential technical solutions and advise the business on approach and tradeoffs\n\u2022 Work with developers, business analysts, and subject matter experts to understand the complex technological system in order to produce integrated end-to-end solution options\n\u2022 Provide high-level effort estimates in the absence of detailed requirements\n\u2022 Communicate solution approaches to architects, project teams, and other stakeholders\n\u2022 Keep up to date on cutting-edge technologies and effectively incorporate that knowledge into our platform roadmap, design, and implementation",
"word_count": 134
},
{
"bullet_count": 8,
"heading": "What You Know",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Android candidate who has",
"last_5_words": "Know the CI\\CD concepts"
},
"text": "\u2022 Android candidate who has hands-on experience on Coroutines, data binding, fragment transaction, MVVM etc.\n\u2022 Must be very familiar with Clean, MVVM architecture and SOLID Principles \n\u2022 Have hands on experience on GIT, SVN, Bitbucket, AWS Code Commit \n\u2022 Strong good knowledge in OOPs, Collection Framework, Multi-Threading and Kotlin coroutines.\n\u2022 Strong knowledge in Jetpack Compose.\n\u2022 Dependency Injections like Hlit/Dagger and other Jetpack Architecture Components.\n\u2022 Experience of having worked on most common Google PlayServices: Google Maps, Location API, FCM.\n\u2022 Must Know the CI\\CD concepts",
"word_count": 104
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": false,
"skill_name": "iOS"
},
{
"is_primary": true,
"skill_name": "Coroutines"
},
{
"is_primary": true,
"skill_name": "Data Binding"
},
{
"is_primary": true,
"skill_name": "Fragment Transactions"
},
{
"is_primary": true,
"skill_name": "MVVM"
},
{
"is_primary": true,
"skill_name": "Clean Architecture"
},
{
"is_primary": true,
"skill_name": "SOLID Principles"
},
{
"is_primary": true,
"skill_name": "Git"
},
{
"is_primary": true,
"skill_name": "SVN"
},
{
"is_primary": true,
"skill_name": "Bitbucket"
},
{
"is_primary": true,
"skill_name": "AWS CodeCommit"
},
{
"is_primary": true,
"skill_name": "Object-Oriented Programming"
},
{
"is_primary": true,
"skill_name": "Collection Framework"
},
{
"is_primary": true,
"skill_name": "Multithreading"
},
{
"is_primary": true,
"skill_name": "Kotlin"
},
{
"is_primary": true,
"skill_name": "Jetpack Compose"
},
{
"is_primary": true,
"skill_name": "Dependency Injection"
},
{
"is_primary": true,
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},
{
"is_primary": true,
"skill_name": "Dagger"
},
{
"is_primary": true,
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},
{
"is_primary": true,
"skill_name": "Google Maps"
},
{
"is_primary": true,
"skill_name": "Location API"
},
{
"is_primary": true,
"skill_name": "FCM"
},
{
"is_primary": true,
"skill_name": "CI/CD"
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],
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"nano_parsed": {
"JD_type": "pass",
"about_company": {
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},
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"source_marker": {
"first_5_words": "\u2022 Drive innovation and design",
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},
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{
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"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Android candidate who has",
"last_5_words": "Know the CI\\CD concepts"
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"text": "\u2022 Android candidate who has hands-on experience on Coroutines, data binding, fragment transaction, MVVM etc.\n\u2022 Must be very familiar with Clean, MVVM architecture and SOLID Principles \n\u2022 Have hands on experience on GIT, SVN, Bitbucket, AWS Code Commit \n\u2022 Strong good knowledge in OOPs, Collection Framework, Multi-Threading and Kotlin coroutines.\n\u2022 Strong knowledge in Jetpack Compose.\n\u2022 Dependency Injections like Hlit/Dagger and other Jetpack Architecture Components.\n\u2022 Experience of having worked on most common Google PlayServices: Google Maps, Location API, FCM.\n\u2022 Must Know the CI\\CD concepts",
"word_count": 104
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "202d7f6e-d6a6-4928-b8a6-fd5f0c7bcceb",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
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"kra_matches": null,
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"role_id": 4,
"score": 1.0,
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},
{
"display_name": "Native Mobile Developer",
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"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 1.0,
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"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work with technical leads, managers, and Product stakeholders to define and manage the technical roadmap",
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},
{
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},
{
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}
],
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"matched_skills": null,
"role_id": 74,
"score": 0.5445,
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},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Work with technical leads, managers, and Product stakeholders to define and manage the technical roadmap",
"similarity": 0.5648
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Work with developers, business analysts, and subject matter experts to understand the complex technological system in order to produce integrated end-to-end solution options",
"similarity": 0.5368
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Provide technical leadership in the end-to-end design, development, and testing of solutions",
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}
],
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"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
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"sentence": "Provide technical leadership in the end-to-end design, development, and testing of solutions",
"similarity": 0.5927
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Work with technical leads, managers, and Product stakeholders to define and manage the technical roadmap",
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},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
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}
],
"matched_count": null,
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"role_id": 9,
"score": 0.5208,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
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API 2 — extract-details
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]
},
{
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},
{
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},
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{
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}
]
},
{
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{
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}
]
},
{
"dimension": {
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"display_name": "PHP and Magento Extension Points",
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"slug": "php-and-magento-extension-points",
"source": "db"
},
"input_skill": "Dependency Injection",
"llm_role": null,
"roles_from_db": [
{
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}
]
},
{
"dimension": {
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"source": "db"
},
"input_skill": "Dependency Injection",
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{
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"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Java Backend Developer",
"id": 79,
"rationale": null,
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"slug": "java-backend-developer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "PHP Backend Developer",
"id": 86,
"rationale": null,
"role_archetype": "Engineering",
"slug": "php-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Dependency Injection",
"matched_via": "alias",
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"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
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},
{
"aliases_in_db": [
{
"alias_text": "Hilt",
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}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "LIBRARY",
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"typical_lifespan": "EVERGREEN",
"volatility": "EMERGING"
},
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{
"dimension": {
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},
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{
"display_name": "Android Developer",
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},
{
"display_name": "iOS Developer",
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}
]
}
],
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},
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{
"dimension": {
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},
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},
{
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}
]
}
],
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},
{
"aliases_in_db": [],
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},
{
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"input_skill": "Google Maps",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
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{
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},
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},
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},
{
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}
],
"canonical": {
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},
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{
"dimension": {
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{
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}
]
},
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},
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{
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{
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{
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},
{
"display_name": "iOS Developer",
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}
]
}
],
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"was_in_llm_skills": true
},
{
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{
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"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_extractable": true,
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},
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{
"dimension": {
"difficulty_hint": "well_known",
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},
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}
]
},
{
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{
"display_name": "ML Engineer",
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}
]
}
],
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}
],
"unmatched_skills": [
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"Bitbucket",
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"Location API"
]
}
API 3 — final-role-output
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"rationale": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is clearly for native mobile app development, with Android-specific technical responsibilities and mobile architecture/tooling, so Native Mobile Developer fits best.",
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},
"chosen_role_resolution": "in_db",
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{
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},
{
"skill": "iOS",
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},
{
"skill": "Coroutines",
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},
{
"skill": "Data Binding",
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},
{
"skill": "Fragment Transactions",
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},
{
"skill": "MVVM",
"tag": "in_db"
},
{
"skill": "Clean Architecture",
"tag": "in_db"
},
{
"skill": "SOLID Principles",
"tag": "new"
},
{
"skill": "Git",
"tag": "in_db"
},
{
"skill": "SVN",
"tag": "new"
},
{
"skill": "Bitbucket",
"tag": "new"
},
{
"skill": "AWS CodeCommit",
"tag": "new"
},
{
"skill": "Object-Oriented Programming",
"tag": "new"
},
{
"skill": "Collection Framework",
"tag": "new"
},
{
"skill": "Multithreading",
"tag": "in_db"
},
{
"skill": "Kotlin",
"tag": "in_db"
},
{
"skill": "Jetpack Compose",
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},
{
"skill": "Dependency Injection",
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},
{
"skill": "Hilt",
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},
{
"skill": "Dagger",
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},
{
"skill": "Jetpack Architecture Components",
"tag": "new"
},
{
"skill": "Google Maps",
"tag": "new"
},
{
"skill": "Location API",
"tag": "new"
},
{
"skill": "FCM",
"tag": "in_db"
},
{
"skill": "CI/CD",
"tag": "in_db"
}
],
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"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
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{
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},
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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},
{
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},
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},
{
"chosen_role_id": 75,
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},
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{
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}
],
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},
{
"chosen_role_id": 75,
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"rationale": "Programming techniques for handling concurrent requests, asynchronous I/O, and coordination of background execution in Python services. This cluster is coherent because backend developers must safely manage throughput and responsiveness.",
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"source": "db"
},
"dimension_id": 292,
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"roles_from_db": [
{
"display_name": ".NET Backend Developer",
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},
{
"display_name": "Python Backend Developer",
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}
],
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},
{
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},
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{
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{
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{
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{
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{
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{
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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.