Pipeline run
b06629ef-3de2-4b79-b7cb-46a472e4a0a1
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Native Mobile Developer
→Android Developer
sub-role · 0.95 CASE Aslug: native-mobile-developer · id: 75 · source: db · sub-role slug: android-engineer
Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: Android Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
IMMEDIATE HIRING Mandatory Requirements Age: 20-24 years. based in Pune (WORK FROM HOME/OFFICE) Tenure: 3 months Experience: Android Application Development: 1 - 3 years. Passion: Aiming to understand real-time projects and code the same. The domain of experience: Engineering, Computer Science & Information Technology Services. Application: Apply before 7th July 2022 10 PM. Stipend: Rs. 10,000 to Rs. 15,000 per month (Additional bonuses will be given based on performance and skillset) The ideal candidate will be responsible for developing high-quality applications. They will also be responsible for designing and implementing testable and scalable code. Responsibilities: Develop quality software and web applications.Analyze and maintain existing software applications.Design highly scalable, testable code.Discover and fix programming bugs.Working on our Flutter app with the development team to design, develop, and debug mobile applications.Working with the team to manage, optimize, and customize mobile applications.Designing and implementing mobile applications, middleware, and frameworks such as SDK, and developing new features, and user interface for our mobile apps and SDK.Qualifications: Bachelor's degree or equivalent experience in Computer Science or related field.Development experience with programming languages.Should have knowledge of Java, Kotlin, Firebase, REST APIs, MongoDB, SQL database, or relational database skills.Should have working experience in both Android and Flutter.Prior working experience in Web Development (Bootstrap, MERN, PHP, Firebase, Django, Python, Flask, etc ).Interview: Once the application gets shortlisted, the candidate will be called for an interview.
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
- Flutter (CANONICAL) primary
- Flutter 3 (VERSION)
- Flutter 3.x (VERSION)
- Flutter3 (VERSION)
- flutter (VERSION)
- flutter 3 (VERSION)
- flutter 3.x (VERSION)
- flutter3 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Ui Framework
- Vendor
- License
- bsd
- Year introduced
- 2015
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3.x
Maturity reasoning: Flutter appears in many mobile/full-stack job postings and is a common cross-platform UI framework; Google continues active releases and ecosystem growth, indicating broad adoption rather than niche use.
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)
-
Flutter UI Framework Catalog dimension db id 312
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | — | 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
- Development Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| Android | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Flutter | in_db |
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Flutter | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | SDK | type=Development Tools 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": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "INR",
"max": 15,
"min": 10,
"period": "monthly",
"raw": "Rs. 10,000 to Rs. 15,000 per month"
},
"domain": {
"primary": {
"aliases": [
"Information Technology",
"Tech Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Bachelor\u0027s degree or equivalent experience in Computer Science or related field.",
"requirement": "required"
}
],
"experience": {
"max": 3,
"min": 1,
"raw": "1 - 3 years"
},
"job_locations": [
{
"aliases": [
"Pune, Maharashtra"
],
"city": "Pune",
"country": "India",
"state": null,
"work_mode": "hybrid"
}
],
"role": "Android Application Developer",
"role_aliases": [
"Android Developer",
"Mobile Developer",
"Flutter Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop quality software and web",
"last_5_words": "features, and user interface for"
},
"text": "Develop quality software and web applications.\nAnalyze and maintain existing software applications.\nDesign highly scalable, testable code.\nDiscover and fix programming bugs.\nWorking on our Flutter app with the development team to design, develop, and debug mobile applications.\nWorking with the team to manage, optimize, and customize mobile applications.\nDesigning and implementing mobile applications, middleware, and frameworks such as SDK, and developing new features, and user interface for our mobile apps and SDK.",
"word_count": 83
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "Flutter"
},
{
"is_primary": true,
"skill_name": "SDK"
}
],
"jd_role": {
"display_name": "Android Application Developer",
"rationale": null,
"role_aliases": [
"Android Developer",
"Mobile Developer",
"Flutter Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "INR",
"max": 15,
"min": 10,
"period": "monthly",
"raw": "Rs. 10,000 to Rs. 15,000 per month"
},
"domain": {
"primary": {
"aliases": [
"Information Technology",
"Tech Services"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Bachelor\u0027s degree or equivalent experience in Computer Science or related field.",
"requirement": "required"
}
],
"experience": {
"max": 3,
"min": 1,
"raw": "1 - 3 years"
},
"job_locations": [
{
"aliases": [
"Pune, Maharashtra"
],
"city": "Pune",
"country": "India",
"state": null,
"work_mode": "hybrid"
}
],
"role": "Android Application Developer",
"role_aliases": [
"Android Developer",
"Mobile Developer",
"Flutter Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Develop quality software and web",
"last_5_words": "features, and user interface for"
},
"text": "Develop quality software and web applications.\nAnalyze and maintain existing software applications.\nDesign highly scalable, testable code.\nDiscover and fix programming bugs.\nWorking on our Flutter app with the development team to design, develop, and debug mobile applications.\nWorking with the team to manage, optimize, and customize mobile applications.\nDesigning and implementing mobile applications, middleware, and frameworks such as SDK, and developing new features, and user interface for our mobile apps and SDK.",
"word_count": 83
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "b06629ef-3de2-4b79-b7cb-46a472e4a0a1",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 1.0,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 1.0,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 1.0,
"slug": "native-mobile-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Develop quality software and web applications.",
"similarity": 0.5639
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Working on our Flutter app with the development team to design, develop, and debug mobile applications.",
"similarity": 0.5164
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Designing and implementing mobile applications, middleware, and frameworks such as SDK, and developing new features, and user interface for our mobile apps and SDK.",
"similarity": 0.5161
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5321,
"slug": "react-native-developer",
"total_count": null
},
{
"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": "Designing and implementing mobile applications, middleware, and frameworks such as SDK, and developing new features, and user interface for our mobile apps and SDK.",
"similarity": 0.5485
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Working with the team to manage, optimize, and customize mobile applications.",
"similarity": 0.519
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Working on our Flutter app with the development team to design, develop, and debug mobile applications.",
"similarity": 0.5107
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5261,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": [
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "Working on our Flutter app with the development team to design, develop, and debug mobile applications.",
"similarity": 0.5556
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "Designing and implementing mobile applications, middleware, and frameworks such as SDK, and developing new features, and user interface for our mobile apps and SDK.",
"similarity": 0.5073
},
{
"kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
"sentence": "Working with the team to manage, optimize, and customize mobile applications.",
"similarity": 0.4856
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.5161,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "iOS Developer",
"kra_matches": [
{
"kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
"sentence": "Designing and implementing mobile applications, middleware, and frameworks such as SDK, and developing new features, and user interface for our mobile apps and SDK.",
"similarity": 0.541
},
{
"kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
"sentence": "Working on our Flutter app with the development team to design, develop, and debug mobile applications.",
"similarity": 0.5206
},
{
"kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
"sentence": "Working with the team to manage, optimize, and customize mobile applications.",
"similarity": 0.4846
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 6,
"score": 0.5154,
"slug": "ios-engineer",
"total_count": null
},
{
"display_name": "Android Developer",
"kra_matches": [
{
"kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
"sentence": "Designing and implementing mobile applications, middleware, and frameworks such as SDK, and developing new features, and user interface for our mobile apps and SDK.",
"similarity": 0.5134
},
{
"kra_text": "Manages Android application lifecycle, background workers with WorkManager, push notifications via FCM, and device permission request flows.",
"sentence": "Working with the team to manage, optimize, and customize mobile applications.",
"similarity": 0.5073
},
{
"kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
"sentence": "Working on our Flutter app with the development team to design, develop, and debug mobile applications.",
"similarity": 0.4884
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 0.503,
"slug": "android-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 15,
"score": 0.3333,
"slug": "full-stack-engineer",
"total_count": 3
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 7,
"score": 0.3333,
"slug": "frontend-engineer",
"total_count": 3
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 11,
"score": 0.3333,
"slug": "hybrid-mobile-developer",
"total_count": 3
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 25,
"score": 0.3333,
"slug": "web-developer",
"total_count": 3
},
{
"display_name": "Flutter Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 74,
"score": 0.3333,
"slug": "flutter-developer",
"total_count": 3
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 1.0,
"slug": "native-mobile-developer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: Android Developer",
"sub_role": {
"confidence": 0.95,
"display_name": "Android Developer",
"reasoning": "hoisted from chosen leaf (case=A)",
"role_id": 4,
"slug": "android-engineer"
}
},
"stage5_updates": null
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2541,
"existing_alias_text": "Android",
"input_term": "Android",
"matched_canonical": {
"category_id": 9,
"display_name": "Android",
"id": 1595,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "android",
"sub_category_id": 1201,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 1659,
"existing_alias_text": "flutter",
"input_term": "Flutter",
"matched_canonical": {
"category_id": 5,
"display_name": "Flutter",
"id": 1041,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "flutter",
"sub_category_id": 341,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_B_TITLE: Android Developer",
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
},
"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": "Android",
"llm_role": null,
"roles_from_db": []
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Flutter UI Framework",
"id": 312,
"rationale": "Flutter framework primitives used to build screens, reusable components, and interactive client experiences. This cluster is coherent because Flutter developers spend much of their time composing widgets and managing rendering behavior.",
"slug": "flutter-ui-framework",
"source": "db"
},
"input_skill": "Flutter",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
"id": 115,
"rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
"slug": "ui-frameworks-and-rendering",
"source": "db"
},
"input_skill": "Flutter",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Android",
"Flutter",
"SDK"
],
"input_llm_skills": [
"Android",
"Flutter",
"SDK"
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API 3 — final-role-output
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