Pipeline run
438903c0-711e-415f-8bdc-8a49b998b81a
Pipeline LLM cost (USD)
API 1: $0.0027
API 2: $0.0001
API 3: $0.0000
Total: $0.0029
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
role baseline loaded
sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: jd
Nature of work
· Cross-platform feature development
Build and tune React Native mobile screens across iOS/Android, wire in native APIs, fix bugs/performance issues, add automated tests, and help migrate existing React web apps into React Native.
"Build pixel-perfect, buttery smooth UI's across both mobile platforms."
Tech stack maturity
Modern Cloud Native
React and React Native are widely adopted modern frameworks that fit current cross-platform mobile development practices and cloud-integrated application stacks.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (4)
React Native
React
Automated Testing
Native APIs
Skill cluster (2 dimension groups, role-scoped)
UI Frameworks and Rendering
React Native
React
Cross-cutting / unaligned
Automated Testing
Native APIs
Show KRA description ↓
• Build pixel-perfect, buttery smooth UI's across both mobile platforms.
• Leverage native APIs for deep integrations with both platforms.
• Diagnose and fix bugs and performance bottlenecks for performance that feels native.
• Reach out to the open source community to encourage and help implement mission-critical software fixes (React Native moves fast and often breaks things).
• Maintain code and write automated tests to ensure the product is of the highest quality.
• Transition existing React web apps to React Native.
Signals
Skill
full-stack-engineer
0.67
Alias
frontend-engineer
1.00
KRA
hybrid-mobile-developer
0.57
Status:
completed
Created: 2026-05-27T14:51:27.758561Z
Updated: 2026-06-12T17:11:35.404451Z
API 3 duration: 12938 ms
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
Hybrid Mobile Developer
→React Native Developer
sub-role · 0.95 CASE Aslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: react-native-developer
Multi-alias tie (5 roles at 1.0) resolved by TIER_B_TITLE: React Native Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped
Job description
Canopus Infosystems Pvt. Ltd. is actively #hiring for React Native Developers Location: Indore/On site Roles and Responsibility • Build pixel-perfect, buttery smooth UI's across both mobile platforms. • Leverage native APIs for deep integrations with both platforms. • Diagnose and fix bugs and performance bottlenecks for performance that feels native. • Reach out to the open source community to encourage and help implement mission-critical software fixes (React Native moves fast and often breaks things). • Maintain code and write automated tests to ensure the product is of the highest quality. • Transition existing React web apps to React Native. Experience Required : 1 - 3 years
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
React Native
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: React Native
id=1040
· react-native
Aliases — catalog
- React Native (CANONICAL) primary
Context tags (catalog)
Android
Component Lifecycle
Cross-Platform
Expo
Firebase
GraphQL
Hooks
Hot Reloading
JavaScript
Jest
MobX
Mobile UI
Native Modules
REST API
React Hooks
React Navigation
Redux
State Management
Styled Components
TypeScript
UI Kitten
iOS
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Mobile App Framework
- Vendor
- Meta
- License
- mit
- Year introduced
- 2015
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: React Native appears in many mobile engineer job descriptions and is widely used in production apps by major vendors, indicating strong hiring-pipeline demand rather than niche adoption.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 2146
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform Mobile UI Frameworks Catalog dimension db id 319
Library dimension (catalog)
Roles linked in library: React Native 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 |
|---|---|---|---|
|
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
|
✓ | — | 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 |
React
Primary
Library skill
API 3: existing canonical (in_db)
Existing skill (matched library)
Canonical: React
id=610
· react
Aliases — catalog
- React (CANONICAL) primary
- React 0.13 (VERSION)
- React 0.14 (VERSION)
- React 15 (VERSION)
- React 15.x (VERSION)
- React 16 (VERSION)
- React 16.x (VERSION)
- React 17 (VERSION)
- React 17.x (VERSION)
- React 18 (VERSION)
- React 18.x (VERSION)
- React 19 (VERSION)
- React v15 (VERSION)
- React v16 (VERSION)
- React v17 (VERSION)
- React v18 (VERSION)
- React v19 (VERSION)
- ReactJS 18 (VERSION)
- react 15 (VERSION)
- react 16 (VERSION)
- react 17 (VERSION)
- react 18 (VERSION)
- react 19 (VERSION)
- react15 (VERSION)
- react16 (VERSION)
- react17 (VERSION)
- react18 (VERSION)
- react19 (VERSION)
- reactjs 18 (VERSION)
Context tags (catalog)
Babel
Class Components
Component Lifecycle
Context API
Functional Components
Higher-Order Components
Hooks
JSX
Next.js
PropTypes
Props
React Native
React Router
Redux
SSR
State Management
Styled Components
Testing Library
TypeScript
Virtual DOM
Webpack
component lifecycle
context API
frontend
hooks
props
state management
useEffect
useState
virtual DOM
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Frontend Framework
- Vendor
- Meta
- License
- mit
- Year introduced
- 2013
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 18
Maturity reasoning: React appears in high-volume frontend job postings across startups and enterprises and remains a default hiring-pipeline skill, with strong GitHub/npm usage and ecosystem activity.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 1072
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application Frameworks & Libraries Catalog dimension db id 451
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Frontend Frameworks and Libraries Catalog dimension db id 434
Library dimension (catalog)
Roles linked in library: Shopify Dev
-
JavaScript for WordPress Catalog dimension db id 329
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
React Component Architecture Catalog dimension db id 302
Library dimension (catalog)
Roles linked in library: React Frontend 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 |
|---|---|---|---|
|
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Component Architecture
react-component-architecture
|
✓ | — | 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 |
Automated Testing
Primary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Native APIs
Secondary
New / orchestrated
API 3: new canonical path (new)
New / unmatched skill (orchestrated in API 2)
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
Derived legacy fields
- Category
- Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- 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 |
|---|---|---|---|---|---|---|
| React Native | in_db |
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React Native | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| React | in_db |
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
React Component Architecture
react-component-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Automated Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Native APIs | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
RoleReact Native Developer
CompanyCanopus Infosystems Pvt. Ltd.
Experience1 - 3 years
DomainIT Services & Consulting
Location
Indore, India
(onsite)
JD type
pass
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Canopus Infosystems Pvt. Ltd.",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 3,
"min": 1,
"raw": "1 - 3 years"
},
"job_locations": [
{
"aliases": [],
"city": "Indore",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "React Native Developer",
"role_aliases": [
"React Native Engineer",
"Mobile Developer",
"React Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Roles and Responsibility",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Build pixel-perfect, buttery smooth",
"last_5_words": "React web apps to React Native."
},
"text": "\u2022 Build pixel-perfect, buttery smooth UI\u0027s across both mobile platforms.\n\u2022 Leverage native APIs for deep integrations with both platforms.\n\u2022 Diagnose and fix bugs and performance bottlenecks for performance that feels native.\n\u2022 Reach out to the open source community to encourage and help implement mission-critical software fixes (React Native moves fast and often breaks things).\n\u2022 Maintain code and write automated tests to ensure the product is of the highest quality.\n\u2022 Transition existing React web apps to React Native.",
"word_count": 66
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "React Native"
},
{
"is_primary": true,
"skill_name": "React"
},
{
"is_primary": true,
"skill_name": "Automated Testing"
},
{
"is_primary": false,
"skill_name": "Native APIs"
}
],
"jd_role": {
"display_name": "React Native Developer",
"rationale": null,
"role_aliases": [
"React Native Engineer",
"Mobile Developer",
"React Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Canopus Infosystems Pvt. Ltd.",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 3,
"min": 1,
"raw": "1 - 3 years"
},
"job_locations": [
{
"aliases": [],
"city": "Indore",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "React Native Developer",
"role_aliases": [
"React Native Engineer",
"Mobile Developer",
"React Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Roles and Responsibility",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Build pixel-perfect, buttery smooth",
"last_5_words": "React web apps to React Native."
},
"text": "\u2022 Build pixel-perfect, buttery smooth UI\u0027s across both mobile platforms.\n\u2022 Leverage native APIs for deep integrations with both platforms.\n\u2022 Diagnose and fix bugs and performance bottlenecks for performance that feels native.\n\u2022 Reach out to the open source community to encourage and help implement mission-critical software fixes (React Native moves fast and often breaks things).\n\u2022 Maintain code and write automated tests to ensure the product is of the highest quality.\n\u2022 Transition existing React web apps to React Native.",
"word_count": 66
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "438903c0-711e-415f-8bdc-8a49b998b81a",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
{
"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": "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": "React Native Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 1.0,
"slug": "react-native-developer",
"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": "Hybrid Mobile Developer",
"kra_matches": [
{
"kra_text": "Adapts shared UI codebase to handle platform-specific constraints including different navigation paradigms, gesture behaviors, and OS-level UI patterns.",
"sentence": "Build pixel-perfect, buttery smooth UI\u0027s across both mobile platforms.",
"similarity": 0.6171
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "Transition existing React web apps to React Native.",
"similarity": 0.5719
},
{
"kra_text": "Debugs cross-platform mobile issues including native module bridge failures, platform-specific rendering differences, and build configuration conflicts.",
"sentence": "Diagnose and fix bugs and performance bottlenecks for performance that feels native.",
"similarity": 0.5299
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.573,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Maintain code and write automated tests to ensure the product is of the highest quality.",
"similarity": 0.6576
},
{
"kra_text": "integrate backend APIs",
"sentence": "Leverage native APIs for deep integrations with both platforms.",
"similarity": 0.5346
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Build pixel-perfect, buttery smooth UI\u0027s across both mobile platforms.",
"similarity": 0.5221
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5715,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "UI responsiveness and performance",
"sentence": "Build pixel-perfect, buttery smooth UI\u0027s across both mobile platforms.",
"similarity": 0.5803
},
{
"kra_text": "UI responsiveness and performance",
"sentence": "Diagnose and fix bugs and performance bottlenecks for performance that feels native.",
"similarity": 0.5171
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Maintain code and write automated tests to ensure the product is of the highest quality.",
"similarity": 0.4844
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5272,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Native Mobile Developer",
"kra_matches": [
{
"kra_text": "responsive and accessible UI adaptation",
"sentence": "Build pixel-perfect, buttery smooth UI\u0027s across both mobile platforms.",
"similarity": 0.5379
},
{
"kra_text": "device API integration",
"sentence": "Leverage native APIs for deep integrations with both platforms.",
"similarity": 0.5272
},
{
"kra_text": "mobile defect diagnosis and performance tuning",
"sentence": "Diagnose and fix bugs and performance bottlenecks for performance that feels native.",
"similarity": 0.4886
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 0.5179,
"slug": "native-mobile-developer",
"total_count": null
},
{
"display_name": "Ionic Developer",
"kra_matches": [
{
"kra_text": "responsive and adaptive UI behavior",
"sentence": "Build pixel-perfect, buttery smooth UI\u0027s across both mobile platforms.",
"similarity": 0.5428
},
{
"kra_text": "service and API integration",
"sentence": "Leverage native APIs for deep integrations with both platforms.",
"similarity": 0.5001
},
{
"kra_text": "cross-platform bug fixing",
"sentence": "Diagnose and fix bugs and performance bottlenecks for performance that feels native.",
"similarity": 0.4999
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 434,
"score": 0.5143,
"slug": "ionic-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"React",
"React Native"
],
"role_id": 15,
"score": 0.6667,
"slug": "full-stack-engineer",
"total_count": 3
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"React",
"React Native"
],
"role_id": 7,
"score": 0.6667,
"slug": "frontend-engineer",
"total_count": 3
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"React",
"React Native"
],
"role_id": 25,
"score": 0.6667,
"slug": "web-developer",
"total_count": 3
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"React",
"React Native"
],
"role_id": 11,
"score": 0.6667,
"slug": "hybrid-mobile-developer",
"total_count": 3
},
{
"display_name": "Ionic Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"React",
"React Native"
],
"role_id": 434,
"score": 0.6667,
"slug": "ionic-developer",
"total_count": 3
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"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
},
"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 (5 roles at 1.0) resolved by TIER_B_TITLE: React Native Developer",
"sub_role": {
"confidence": 0.95,
"display_name": "React Native Developer",
"reasoning": "hoisted from chosen leaf (case=A)",
"role_id": 73,
"slug": "react-native-developer"
}
},
"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": 1657,
"existing_alias_text": "React Native",
"input_term": "React Native",
"matched_canonical": {
"category_id": 5,
"display_name": "React Native",
"id": 1040,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "react-native",
"sub_category_id": 2146,
"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": 1047,
"existing_alias_text": "React",
"input_term": "React",
"matched_canonical": {
"category_id": 5,
"display_name": "React",
"id": 610,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "react",
"sub_category_id": 1072,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "React Native Developer",
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}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "Multi-alias tie (5 roles at 1.0) resolved by TIER_B_TITLE: React Native Developer",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "React Native",
"tag": "in_db"
},
{
"skill": "React",
"tag": "in_db"
},
{
"skill": "Automated Testing",
"tag": "new"
},
{
"skill": "Native APIs",
"tag": "new"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform Mobile UI Frameworks",
"id": 319,
"rationale": "Frameworks, rendering models, and component libraries used to build shared mobile screens, layouts, and interactive experiences across platforms. This includes React Native and related tooling such as React Native CLI and Expo, as well as cross-platform UI libraries and interaction patterns like React Native Paper, NativeBase, gesture handlers, and animated components; it also covers comparable hybrid mobile UI frameworks such as Flutter. Excludes browser-only frontend frameworks and native platform UI toolkits such as SwiftUI, UIKit, Jetpack Compose, and Android Views.",
"slug": "cross-platform-mobile-ui-frameworks",
"source": "db"
},
"dimension_id": 319,
"input_skill": "React Native",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 1040,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"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"
},
"dimension_id": 115,
"input_skill": "React Native",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"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"
}
],
"skill_dimension_saved": true,
"skill_id": 1040,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Application Frameworks \u0026 Libraries",
"id": 451,
"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
"slug": "application-frameworks-libraries",
"source": "db"
},
"dimension_id": 451,
"input_skill": "React",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 610,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Frontend Frameworks and Libraries",
"id": 434,
"rationale": "Utilizing modern JavaScript frameworks and Shopify libraries to build dynamic and interactive storefronts.",
"slug": "frontend-frameworks-and-libraries",
"source": "db"
},
"dimension_id": 434,
"input_skill": "React",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 610,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "JavaScript for WordPress",
"id": 329,
"rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
"slug": "javascript-for-wordpress",
"source": "db"
},
"dimension_id": 329,
"input_skill": "React",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 610,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Component Architecture",
"id": 302,
"rationale": "Building reusable React components, composing props and children, and managing rendering behavior across feature screens. This is the primary framework cluster for a React frontend developer.",
"slug": "react-component-architecture",
"source": "db"
},
"dimension_id": 302,
"input_skill": "React",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 610,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"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"
},
"dimension_id": 115,
"input_skill": "React",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"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"
}
],
"skill_dimension_saved": true,
"skill_id": 610,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "438903c0-711e-415f-8bdc-8a49b998b81a"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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