Pipeline run
e354e20c-4fe5-4646-a643-073c54475c9b
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
Design and develop advanced applications tailored for the Android platform. Cooperate with cross-functional teams to conceptualize, design, and ship new features. Interface with external data sources …
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Native Mobile Developer
→Android Developer
sub-role · 0.99 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 Android app development, feature delivery, APIs, code quality, and mobile app maintenance, which best matches a native mobile developer role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Skills: Kotlin Coroutines, GIT, Model-view-viewmodel (MVVM), Dynamic permission, fire database, room database, Qualification Possession of a Bachelor's or Master's degree in Computer Science or Engineering. A minimum of 2.5 to 5 years of hands-on experience in Android Development. Responsibilities Design and develop advanced applications tailored for the Android platform. Cooperate with cross-functional teams to conceptualize, design, and ship new features. Interface with external data sources and APIs. Write robust, dependable code, inclusive of edge cases, ensuring usability and overall reliability. Fix bugs and work on enhancing application performance continually. Regularly discover, evaluate, and implement new technologies to optimize development efficiency. Transpose designs and wireframes into high-quality code. Understand business requirements, conduct technical analyses, and undertake complex R&D tasks. Effectively manage priorities, deadlines, and deliverables, whether working independently or as part of a team. Mentor and train junior developers to bolster their skills. Actively participate in code review processes, providing constructive feedback. Maintain and periodically upgrade existing software. Communicate with clients when required.
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
- APIs (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Application Programming Interfaces
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: APIs are a hiring-pipeline staple across backend, mobile, and platform JDs; REST/GraphQL/API design appears in large volumes of job postings and vendor docs, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 902
- 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
- Code Review (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- SoftSkill
- Sub-category
- Code Review
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 58
- Sub-category id
- 364
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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) | |
| APIs | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Code Review | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Engineering",
"raw": "Possession of a Bachelor\u0027s or Master\u0027s degree in Computer Science or Engineering.",
"requirement": "required"
}
],
"experience": {
"max": 5,
"min": 2,
"raw": "A minimum of 2.5 to 5 years of hands-on experience in Android Development."
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design and develop advanced applications",
"last_5_words": "when required."
},
"text": "Design and develop advanced applications tailored for the Android platform.\nCooperate with cross-functional teams to conceptualize, design, and ship new features.\nInterface with external data sources and APIs.\nWrite robust, dependable code, inclusive of edge cases, ensuring usability and overall\nreliability.\nFix bugs and work on enhancing application performance continually.\nRegularly discover, evaluate, and implement new technologies to optimize development\nefficiency.\nTranspose designs and wireframes into high-quality code.\nUnderstand business requirements, conduct technical analyses, and undertake complex\nR\u0026D tasks.\nEffectively manage priorities, deadlines, and deliverables, whether working independently\nor as part of a team.\nMentor and train junior developers to bolster their skills.\nActively participate in code review processes, providing constructive feedback.\nMaintain and periodically upgrade existing software.\nCommunicate with clients when required.",
"word_count": 169
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "APIs"
},
{
"is_primary": true,
"skill_name": "Code Review"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Engineering",
"raw": "Possession of a Bachelor\u0027s or Master\u0027s degree in Computer Science or Engineering.",
"requirement": "required"
}
],
"experience": {
"max": 5,
"min": 2,
"raw": "A minimum of 2.5 to 5 years of hands-on experience in Android Development."
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Design and develop advanced applications",
"last_5_words": "when required."
},
"text": "Design and develop advanced applications tailored for the Android platform.\nCooperate with cross-functional teams to conceptualize, design, and ship new features.\nInterface with external data sources and APIs.\nWrite robust, dependable code, inclusive of edge cases, ensuring usability and overall\nreliability.\nFix bugs and work on enhancing application performance continually.\nRegularly discover, evaluate, and implement new technologies to optimize development\nefficiency.\nTranspose designs and wireframes into high-quality code.\nUnderstand business requirements, conduct technical analyses, and undertake complex\nR\u0026D tasks.\nEffectively manage priorities, deadlines, and deliverables, whether working independently\nor as part of a team.\nMentor and train junior developers to bolster their skills.\nActively participate in code review processes, providing constructive feedback.\nMaintain and periodically upgrade existing software.\nCommunicate with clients when required.",
"word_count": 169
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "e354e20c-4fe5-4646-a643-073c54475c9b",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "integrate external APIs and data sources",
"sentence": "Interface with external data sources and APIs.",
"similarity": 0.7889
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Cooperate with cross-functional teams to conceptualize, design, and ship new features.",
"similarity": 0.6836
},
{
"kra_text": "translate product and design requirements",
"sentence": "Transpose designs and wireframes into high-quality code.",
"similarity": 0.4985
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.657,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Write robust, dependable code, inclusive of edge cases, ensuring usability and overall",
"similarity": 0.6033
},
{
"kra_text": "integrate backend APIs",
"sentence": "Interface with external data sources and APIs.",
"similarity": 0.5667
},
{
"kra_text": "maintain code quality",
"sentence": "Actively participate in code review processes, providing constructive feedback.",
"similarity": 0.5528
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5743,
"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": "Cooperate with cross-functional teams to conceptualize, design, and ship new features.",
"similarity": 0.6507
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Transpose designs and wireframes into high-quality code.",
"similarity": 0.5705
},
{
"kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
"sentence": "Interface with external data sources and APIs.",
"similarity": 0.4383
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5532,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Actively participate in code review processes, providing constructive feedback.",
"similarity": 0.5413
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Cooperate with cross-functional teams to conceptualize, design, and ship new features.",
"similarity": 0.5341
},
{
"kra_text": "code review and refactoring",
"sentence": "Write robust, dependable code, inclusive of edge cases, ensuring usability and overall",
"similarity": 0.5233
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5329,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Cooperate with cross-functional teams to conceptualize, design, and ship new features.",
"similarity": 0.5541
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Transpose designs and wireframes into high-quality code.",
"similarity": 0.5249
},
{
"kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
"sentence": "Fix bugs and work on enhancing application performance continually.",
"similarity": 0.5167
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5319,
"slug": "frontend-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 0.97,
"slug": "native-mobile-developer",
"total_count": null
},
"confidence": 0.97,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Android App Development",
"Cross-functional Feature Delivery",
"API Integration",
"Code Quality and Reliability",
"Performance Optimization",
"Software Maintenance",
"Mentoring and Team Collaboration"
],
"matched_kras": [
"Design and develop advanced applications tailored for the Android platform",
"Conceptualize, design, and ship new features",
"Interface with external data sources and APIs",
"Write robust, dependable code",
"Fix bugs and work on enhancing application performance",
"Transpose designs and wireframes into high-quality code",
"Maintain and periodically upgrade existing software"
],
"matched_skills": [
"Android",
"APIs",
"code review"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is clearly for Android app development, feature delivery, APIs, code quality, and mobile app maintenance, which best matches a native mobile developer role.",
"sub_role": {
"confidence": 0.99,
"display_name": "Android Developer",
"reasoning": "The responsibilities explicitly target the Android platform and mention designing and developing Android applications, which clearly matches the Android child role.",
"role_id": 4,
"slug": "android-engineer"
}
},
"stage5_updates": {
"centroid_n_after": 66,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1058,
"r_and_r_preview": "Design and develop advanced applications tailored for the Android platform.\nCooperate with cross-functional teams to conceptualize, design, and ship new features.\nInterface with external data sources ",
"role_display_name": "Native Mobile Developer",
"role_slug": "native-mobile-developer",
"status": "pending"
},
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": 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": 1828,
"existing_alias_text": "APIs",
"input_term": "APIs",
"matched_canonical": {
"category_id": 10,
"display_name": "APIs",
"id": 1192,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PROTOCOL",
"slug": "apis",
"sub_category_id": 902,
"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": 864,
"existing_alias_text": "Code Review",
"input_term": "Code Review",
"matched_canonical": {
"category_id": 58,
"display_name": "Code Review",
"id": 516,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
"sub_category_id": 364,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [],
"chosen_role": {
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is clearly for Android app development, feature delivery, APIs, code quality, and mobile app maintenance, which best matches a native mobile developer role.",
"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": "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": "APIs",
"llm_role": null,
"roles_from_db": []
},
{
"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": "Code Review",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"Android",
"APIs",
"Code Review"
],
"input_llm_skills": [
"Android",
"APIs",
"Code Review"
],
"new_aliases_persisted": 0,
"run_id": "e354e20c-4fe5-4646-a643-073c54475c9b",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Android",
"alias_type": "CANONICAL",
"id": 2541,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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"
},
"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": []
}
],
"input_skill": "Android",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "APIs",
"alias_type": "CANONICAL",
"id": 1828,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 10,
"display_name": "APIs",
"id": 1192,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PROTOCOL",
"slug": "apis",
"sub_category_id": 902,
"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": "APIs",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "APIs",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Code Review",
"alias_type": "CANONICAL",
"id": 864,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 58,
"display_name": "Code Review",
"id": 516,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
"sub_category_id": 364,
"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": "Code Review",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Code Review",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is clearly for Android app development, feature delivery, APIs, code quality, and mobile app maintenance, which best matches a native mobile developer role.",
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Android",
"tag": "in_db"
},
{
"skill": "APIs",
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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.