Pipeline run
251723ce-5ea6-42e6-961c-9d92bb4278c0
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
→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.
Job description
Job Description Looking for React Native Developer. Domain - Fintech, Edtech, Travel, Healthcare, Ecommerce. Exp - 2-4 Years exp Location - Gurgaon, Delhi, immediate joiners, BE/BTech (CS/IS is preferred) Key Skills :- • We are looking for a React Native developer to be part of our product team • You should be able to architect, build and maintain excellent React Native applications with clean code • Implement clean, modern, smooth animations and transitions that provide an excellent user experience • You should be able to write unit and integration tests • Release applications to the Apple and Google Play stores • You should be able to work as part of a small team, which will include other React Native developers, a project manager, QA professional, and a designer Requirements • Minimum 2 years of experience in React Native. • Should have developed an app being used by at least 1000 users. • Good command over English • Eternally Optimist This job is provided by Shine.com
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
- React Native (CANONICAL) primary
Context tags (catalog)
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, 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 |
Aliases — catalog
- Unit Testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 44
- 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
- Integration testing (CANONICAL) primary
- integration testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Integration testing is a standard QA skill in job descriptions across backend, frontend, and DevOps roles; it’s commonly paired with CI/CD and tools like Jest, Cypress, and Testcontainers.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 44
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Testing and Defect Resolution Catalog dimension db id 262
Library dimension (catalog)
Roles linked in library: Pega Developer
-
Testing and Quality Assurance Catalog dimension db id 12
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Testing and Defect Resolution
testing-and-defect-resolution
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Testing and Quality Assurance
testing-and-quality-assurance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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 | |
| Unit Testing | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Integration Testing | in_db |
Testing and Defect Resolution
testing-and-defect-resolution
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Integration Testing | in_db |
Testing and Quality Assurance
testing-and-quality-assurance
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Apple App Store | in_db |
Mobile Vendor Platforms
mobile-vendor-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Google Play Store | in_db |
Mobile Vendor Platforms
mobile-vendor-platforms
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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": [
"Fintech"
],
"domain": "Financial Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Systems (or preferred)",
"raw": "BE/BTech (CS/IS is preferred)",
"requirement": "preferred"
}
],
"experience": {
"max": 4,
"min": 2,
"raw": "2-4 Years exp"
},
"job_locations": [
{
"aliases": [
"Gurugram"
],
"city": "Gurgaon",
"country": "India",
"state": "Haryana",
"work_mode": null
},
{
"aliases": [],
"city": "Delhi",
"country": "India",
"state": "Delhi",
"work_mode": null
}
],
"role": "React Native Developer",
"role_aliases": [
"React Native Engineer",
"Mobile Developer",
"React Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Key Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 We are looking for",
"last_5_words": "and a designer"
},
"text": "\u2022 We are looking for a React Native developer to be part of our product team\n\u2022 You should be able to architect, build and maintain excellent React Native applications with clean code\n\u2022 Implement clean, modern, smooth animations and transitions that provide an excellent user experience\n\u2022 You should be able to write unit and integration tests\n\u2022 Release applications to the Apple and Google Play stores\n\u2022 You should be able to work as part of a small team, which will include other React Native developers, a project manager, QA professional, and a designer",
"word_count": 66
},
{
"bullet_count": 4,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Minimum 2 years of",
"last_5_words": "Eternally Optimist"
},
"text": "\u2022 Minimum 2 years of experience in React Native.\n\u2022 Should have developed an app being used by at least 1000 users.\n\u2022 Good command over English\n\u2022 Eternally Optimist",
"word_count": 36
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "React Native"
},
{
"is_primary": true,
"skill_name": "Unit Testing"
},
{
"is_primary": true,
"skill_name": "Integration Testing"
},
{
"is_primary": true,
"skill_name": "Apple App Store"
},
{
"is_primary": true,
"skill_name": "Google Play Store"
}
],
"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": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"Fintech"
],
"domain": "Financial Services"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Systems (or preferred)",
"raw": "BE/BTech (CS/IS is preferred)",
"requirement": "preferred"
}
],
"experience": {
"max": 4,
"min": 2,
"raw": "2-4 Years exp"
},
"job_locations": [
{
"aliases": [
"Gurugram"
],
"city": "Gurgaon",
"country": "India",
"state": "Haryana",
"work_mode": null
},
{
"aliases": [],
"city": "Delhi",
"country": "India",
"state": "Delhi",
"work_mode": null
}
],
"role": "React Native Developer",
"role_aliases": [
"React Native Engineer",
"Mobile Developer",
"React Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Key Skills",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 We are looking for",
"last_5_words": "and a designer"
},
"text": "\u2022 We are looking for a React Native developer to be part of our product team\n\u2022 You should be able to architect, build and maintain excellent React Native applications with clean code\n\u2022 Implement clean, modern, smooth animations and transitions that provide an excellent user experience\n\u2022 You should be able to write unit and integration tests\n\u2022 Release applications to the Apple and Google Play stores\n\u2022 You should be able to work as part of a small team, which will include other React Native developers, a project manager, QA professional, and a designer",
"word_count": 66
},
{
"bullet_count": 4,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Minimum 2 years of",
"last_5_words": "Eternally Optimist"
},
"text": "\u2022 Minimum 2 years of experience in React Native.\n\u2022 Should have developed an app being used by at least 1000 users.\n\u2022 Good command over English\n\u2022 Eternally Optimist",
"word_count": 36
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "251723ce-5ea6-42e6-961c-9d92bb4278c0",
"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": "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": "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": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
"sentence": "Release applications to the Apple and Google Play stores",
"similarity": 0.6355
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "You should be able to architect, build and maintain excellent React Native applications with clean code",
"similarity": 0.5625
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "We are looking for a React Native developer to be part of our product team",
"similarity": 0.4999
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.566,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "prepare mobile releases",
"sentence": "Release applications to the Apple and Google Play stores",
"similarity": 0.5444
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Implement clean, modern, smooth animations and transitions that provide an excellent user experience",
"similarity": 0.5272
},
{
"kra_text": "maintain code quality",
"sentence": "You should be able to architect, build and maintain excellent React Native applications with clean code",
"similarity": 0.485
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5189,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "You should be able to work as part of a small team, which will include other React Native developers, a project manager, QA professional, and a designer",
"similarity": 0.5325
},
{
"kra_text": "Implement user-facing screens and flows",
"sentence": "Implement clean, modern, smooth animations and transitions that provide an excellent user experience",
"similarity": 0.5057
},
{
"kra_text": "structure reusable application code",
"sentence": "You should be able to architect, build and maintain excellent React Native applications with clean code",
"similarity": 0.474
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5041,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "UI responsiveness and performance",
"sentence": "Implement clean, modern, smooth animations and transitions that provide an excellent user experience",
"similarity": 0.5655
},
{
"kra_text": "collaboration with design and QA",
"sentence": "You should be able to work as part of a small team, which will include other React Native developers, a project manager, QA professional, and a designer",
"similarity": 0.4926
},
{
"kra_text": "Angular component development",
"sentence": "You should be able to architect, build and maintain excellent React Native applications with clean code",
"similarity": 0.454
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.504,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "You should be able to architect, build and maintain excellent React Native applications with clean code",
"similarity": 0.5291
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Implement clean, modern, smooth animations and transitions that provide an excellent user experience",
"similarity": 0.4929
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "You should be able to work as part of a small team, which will include other React Native developers, a project manager, QA professional, and a designer",
"similarity": 0.4396
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.4872,
"slug": "frontend-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"Apple App Store",
"Google Play Store",
"React Native"
],
"role_id": 11,
"score": 0.6,
"slug": "hybrid-mobile-developer",
"total_count": 5
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 15,
"score": 0.2,
"slug": "full-stack-engineer",
"total_count": 5
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 7,
"score": 0.2,
"slug": "frontend-engineer",
"total_count": 5
},
{
"display_name": "Pega Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 24,
"score": 0.2,
"slug": "pega-developer",
"total_count": 5
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Integration testing"
],
"role_id": 1,
"score": 0.2,
"slug": "backend-engineer",
"total_count": 5
}
]
},
"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": 865,
"existing_alias_text": "Unit Testing",
"input_term": "Unit Testing",
"matched_canonical": {
"category_id": 8,
"display_name": "Unit Testing",
"id": 517,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "unit-testing",
"sub_category_id": 44,
"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": 193,
"existing_alias_text": "integration testing",
"input_term": "Integration Testing",
"matched_canonical": {
"category_id": 8,
"display_name": "Integration testing",
"id": 56,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "integration-testing",
"sub_category_id": 44,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
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API 3 — final-role-output
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}
],
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},
{
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"dimension": {
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"display_name": "UI Frameworks and Rendering",
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"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",
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},
{
"display_name": "Fullstack Developer",
"id": 15,
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},
{
"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,
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"role_archetype": null,
"slug": "web-developer",
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}
],
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{
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"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"
},
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"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": [],
"skill_dimension_saved": true,
"skill_id": 517,
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},
{
"chosen_role_id": 11,
"dimension": {
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"source": "db"
},
"dimension_id": 262,
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"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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{
"display_name": "Pega Developer",
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],
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{
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"source": "db"
},
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"matched_chosen_role": false,
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"role_dimension_saved": false,
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{
"display_name": ".NET Backend Developer",
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},
{
"display_name": "Backend Developer",
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"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
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},
{
"display_name": "Node.js Backend Developer",
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},
{
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},
{
"display_name": "Python Backend Developer",
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},
{
"display_name": "Scala Backend Developer",
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}
],
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},
{
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"rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
"slug": "mobile-vendor-platforms",
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},
"dimension_id": 172,
"input_skill": "Apple App Store",
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"matched_chosen_role": true,
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"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
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}
],
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"skill_id": 1085,
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},
{
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},
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"input_skill": "Google Play Store",
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"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
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}
],
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"skill_id": 1086,
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}
],
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"skill_dimension_saved": 0,
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},
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"run_id": "251723ce-5ea6-42e6-961c-9d92bb4278c0"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.