Pipeline run
69732615-d825-42ef-8c39-ce787b269a4e
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
Hybrid Mobile Developer
→Flutter Developer
sub-role · 0.95 CASE Aslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer
Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Flutter Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Android (IOS) Developer For 5 Days Based IT Company In Sec-48 Gurgaon(WFO) POSITION: ANDROID IOS DEVELOPER LOCATION: GURUGRAM ( Work from Office ) Exp: Min 2+years Full Time We are looking for a Dart/Flutter Developer responsible for creating multi-platform apps for iOS and Android using Google’s Flutter development framework. The primary focus will be on creating new experiences and maintaining existing apps. Deep experience contributing to and managing high-scale production mobile apps. You must have previous experience in Flutter and Dart development. Experience Required: RESPONSIBILITIES • Design & implement new app modules based on the product requirements using the Flutter framework • Maintain existing codebases • Build reusable code and libraries for future use • Integrate user-interface elements developed by other developers • Build user interfaces designed by UI/UX designers • Integration of data storage solutions • Integrate various APIs from third parties • Debug existing apps components, fix issues, and avoid regressions • Collaborate closely with the teams of UI/UX designers, PMs, QAs, and other developers • Participate in software architecture, design discussions, and code reviews • Optimize application for maximum speed and scalability • Follow the company guidelines and best practices SKILLS AND QUALIFICATIONS • You have a bachelor’s degree in computer science or a related discipline • Must have built at least two Android and/or iOS apps with Flutter • Proven working experience in software development • Working experience in mobile development Android or iOS • Have published one or more mobile apps in Google Play or App Store • Experience with third-party libraries and APIs • Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies • Solid understanding of the full mobile development life cycle, including automated testing and building • Familiarity with SQL/NoSQL databases and their declarative query languages • Proficient understanding of code versioning tools, such as Git / Mercurial
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
- 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 saved |
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- SQL (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Query Language
- Vendor
- ANSI
- License
- unknown
- Year introduced
- 1974
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SQL appears in a large share of data, backend, and analytics job descriptions and remains the default query language for PostgreSQL, MySQL, and cloud warehouses like Snowflake/BigQuery.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 97
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Pega Programming Languages & DSLs Catalog dimension db id 267
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Programming Languages & DSLs Catalog dimension db id 475
Library dimension (catalog)
Roles linked in library: Engineering Manager
-
Programming Languages for Data Work Catalog dimension db id 21
Library dimension (catalog)
Roles linked in library: Data Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- NoSQL (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Database Paradigm
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: NoSQL is broadly listed in job descriptions across backend/data roles, with MongoDB, DynamoDB, and Cassandra appearing as common market signals; it remains a hiring-pipeline staple rather than a niche or sunset tech.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1019
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
NoSQL Databases Catalog dimension db id 19
Library dimension (catalog)
Roles linked in library: Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
NoSQL Databases
nosql-databases
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Google Play Store (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- App Distribution Platform
- Vendor
- License
- proprietary
- Year introduced
- 2012
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Google Play Store is a standard Android app distribution channel and appears in many mobile app JDs for release, publishing, and store optimization; it remains the default marketplace rather than a niche tool.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 347
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Mobile Vendor Platforms Catalog dimension db id 172
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
Aliases — catalog
- Apple App Store (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- App Distribution Platform
- Vendor
- Apple Inc.
- License
- proprietary
- Year introduced
- 2008
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Broadly used app distribution platform; App Store review and release management appear in many iOS job descriptions and are a standard requirement for shipping Apple apps.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 347
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Mobile Vendor Platforms Catalog dimension db id 172
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Software 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
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
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 |
|---|---|---|---|---|---|---|
| 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 saved | |
| 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) | |
| SQL | in_db |
Pega Programming Languages & DSLs
pega-programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Programming Languages & DSLs
programming-languages-dsls
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SQL | in_db |
Programming Languages for Data Work
programming-languages-for-data-work
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| NoSQL | in_db |
NoSQL Databases
nosql-databases
|
✓ | — | 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) | |
| Google Play | new |
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| App Store | new |
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| 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)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Mobile Development | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Mercurial | type=Version Control subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Libraries | type=Software Development subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Automated Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Google Play ↔ Mobile Vendor Platforms | |
| role_dimension_link_proposed | Hybrid Mobile Developer ↔ Mobile Vendor Platforms | |
| dimension_skill_link_proposed | App Store ↔ Mobile Vendor Platforms | |
| role_dimension_link_proposed | Hybrid Mobile Developer ↔ Mobile Vendor Platforms |
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": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "You have a bachelor\u2019s degree in computer science or a related discipline",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "Min 2+years Full Time"
},
"job_locations": [
{
"aliases": [
"Gurgaon"
],
"city": "Gurugram",
"country": "India",
"state": "Haryana",
"work_mode": "onsite"
}
],
"role": "ANDROID IOS DEVELOPER",
"role_aliases": [
"Android Developer",
"iOS Developer",
"Flutter Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "RESPONSIBILITIES",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design \u0026 implement new app",
"last_5_words": "company guidelines and best practices"
},
"text": "\u2022 Design \u0026 implement new app modules based on the product requirements using the Flutter framework\n\u2022 Maintain existing codebases\n\u2022 Build reusable code and libraries for future use\n\u2022 Integrate user-interface elements developed by other developers\n\u2022 Build user interfaces designed by UI/UX designers\n\u2022 Integration of data storage solutions\n\u2022 Integrate various APIs from third parties\n\u2022 Debug existing apps components, fix issues, and avoid regressions\n\u2022 Collaborate closely with the teams of UI/UX designers, PMs, QAs, and other developers\n\u2022 Participate in software architecture, design discussions, and code reviews\n\u2022 Optimize application for maximum speed and scalability\n\u2022 Follow the company guidelines and best practices",
"word_count": 134
},
{
"bullet_count": 10,
"heading": "SKILLS AND QUALIFICATIONS",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 You have a bachelor\u2019s degree",
"last_5_words": "such as Git / Mercurial"
},
"text": "\u2022 You have a bachelor\u2019s degree in computer science or a related discipline\n\u2022 Must have built at least two Android and/or iOS apps with Flutter \n\u2022 Proven working experience in software development\n\u2022 Working experience in mobile development Android or iOS\n\u2022 Have published one or more mobile apps in Google Play or App Store\n\u2022 Experience with third-party libraries and APIs\n\u2022 Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies\n\u2022 Solid understanding of the full mobile development life cycle, including automated testing and building\n\u2022 Familiarity with SQL/NoSQL databases and their declarative query languages\n\u2022 Proficient understanding of code versioning tools, such as Git / Mercurial",
"word_count": 139
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Flutter"
},
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "iOS"
},
{
"is_primary": true,
"skill_name": "Mobile Development"
},
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": true,
"skill_name": "NoSQL"
},
{
"is_primary": true,
"skill_name": "Git"
},
{
"is_primary": false,
"skill_name": "Mercurial"
},
{
"is_primary": false,
"skill_name": "Google Play"
},
{
"is_primary": false,
"skill_name": "App Store"
},
{
"is_primary": true,
"skill_name": "APIs"
},
{
"is_primary": false,
"skill_name": "Libraries"
},
{
"is_primary": false,
"skill_name": "Automated Testing"
},
{
"is_primary": false,
"skill_name": "Code Review"
}
],
"jd_role": {
"display_name": "ANDROID IOS DEVELOPER",
"rationale": null,
"role_aliases": [
"Android Developer",
"iOS Developer",
"Flutter Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "null",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "You have a bachelor\u2019s degree in computer science or a related discipline",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 2,
"raw": "Min 2+years Full Time"
},
"job_locations": [
{
"aliases": [
"Gurgaon"
],
"city": "Gurugram",
"country": "India",
"state": "Haryana",
"work_mode": "onsite"
}
],
"role": "ANDROID IOS DEVELOPER",
"role_aliases": [
"Android Developer",
"iOS Developer",
"Flutter Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 12,
"heading": "RESPONSIBILITIES",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design \u0026 implement new app",
"last_5_words": "company guidelines and best practices"
},
"text": "\u2022 Design \u0026 implement new app modules based on the product requirements using the Flutter framework\n\u2022 Maintain existing codebases\n\u2022 Build reusable code and libraries for future use\n\u2022 Integrate user-interface elements developed by other developers\n\u2022 Build user interfaces designed by UI/UX designers\n\u2022 Integration of data storage solutions\n\u2022 Integrate various APIs from third parties\n\u2022 Debug existing apps components, fix issues, and avoid regressions\n\u2022 Collaborate closely with the teams of UI/UX designers, PMs, QAs, and other developers\n\u2022 Participate in software architecture, design discussions, and code reviews\n\u2022 Optimize application for maximum speed and scalability\n\u2022 Follow the company guidelines and best practices",
"word_count": 134
},
{
"bullet_count": 10,
"heading": "SKILLS AND QUALIFICATIONS",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 You have a bachelor\u2019s degree",
"last_5_words": "such as Git / Mercurial"
},
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],
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},
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"rejection_reason": null,
"run_id": "69732615-d825-42ef-8c39-ce787b269a4e",
"stage3_signals": {
"alias_found": true,
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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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},
{
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]
},
"stage4_decision": {
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},
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}
API 2 — extract-details
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"is_also_category": false,
"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
},
{
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"matched_canonical": {
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},
"matched_via": "alias"
},
{
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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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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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},
"matched_via": "embedding_alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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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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],
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"skill_nature": "TOOL",
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},
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}
],
"input_skill": "Git",
"matched_via": "alias",
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"was_in_llm_skills": true
},
{
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"dimensions": [],
"input_skill": "Mercurial",
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"new_alias_persisted": false,
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},
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},
{
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"alias_text": "Google Play Store",
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"id": 1712,
"is_primary": true,
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}
],
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"is_also_category": false,
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"skill_nature": "PLATFORM",
"slug": "google-play-store",
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"typical_lifespan": "EVERGREEN",
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},
"dimensions": [
{
"dimension": {
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"rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
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"source": "db"
},
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}
]
}
],
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"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Apple App Store",
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"id": 1711,
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}
],
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"skill_nature": "PLATFORM",
"slug": "apple-app-store",
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"typical_lifespan": "EVERGREEN",
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{
"dimension": {
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},
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}
]
}
],
"input_skill": "App Store",
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},
{
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{
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"id": 1828,
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}
],
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"skill_nature": "PROTOCOL",
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},
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},
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}
],
"input_skill": "APIs",
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"new_skill_meta": null,
"source_tag": "db",
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},
{
"aliases_in_db": [],
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"input_skill": "Libraries",
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
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},
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"merge_log": [],
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"skill_id": "libraries",
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},
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},
{
"aliases_in_db": [],
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"dimensions": [],
"input_skill": "Automated Testing",
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"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
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},
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"placed": null,
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},
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},
{
"aliases_in_db": [
{
"alias_text": "Code Review",
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"id": 864,
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"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"display_name": "Code Review",
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"source": "db"
},
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}
],
"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": [
"Mobile Development",
"Mercurial",
"Libraries",
"Automated Testing"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Flutter Developer",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Flutter",
"tag": "in_db"
},
{
"skill": "Android",
"tag": "in_db"
},
{
"skill": "iOS",
"tag": "in_db"
},
{
"skill": "Mobile Development",
"tag": "new"
},
{
"skill": "SQL",
"tag": "in_db"
},
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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.