Pipeline run
4617dd5a-4fa0-4e97-8e0e-67c516173d67
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
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 · 0.99 domain · Software Engineering CASE DOMAINslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: react-native-developer
Domain=Software Engineering → sub-role react-native-developer; The JD explicitly references a React Native developer role, which best matches a Hybrid Mobile Developer.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Design your lifestyle as a top freelance developer, with the freedom to work however, wherever, on your terms. Freelance work is defining the careers of today’s developers in exciting new ways. If you’re passionate about working flexibly with leading Fortune 500 brands and innovative Silicon Valley startups, Toptal could be a great fit for your next career shift. Toptal is an elite talent network for the world’s top 3% of developers, connecting the best and brightest freelancers with top organizations. Unlike a 9-to-5 job, you’ll choose your own schedule and work from anywhere. Jobs come to you, so you won’t bid for projects against other developers in a race to the bottom. Plus, Toptal takes care of all the overhead, empowering you to focus on successful engagements while getting paid on time, at the rate you decide, every time. As a freelance developer, you could join an ever-expanding community of experts in over 120 countries, working remotely on the projects that meet your career ambitions. That’s why the world’s top 3% of developers choose Toptal. Developers in our elite network share: English language proficiency At least 3 years of professional experience Project management skills A keen attention to detail Note: We are looking for talent who are able to freelance on a full time basis. Curious to know how much you could make? Check out our React Native developer rate calculator: https://topt.al/xWcPnZ If you’re ready for a career shift to impactful freelance work, take the next step by clicking apply and filling out the short form. ____ For expert insights on remote work and updates on new job postings, follow us on LinkedIn: https://topt.al/nbcaxq You can find us on the other social platforms at @Toptal. #RemoteJobsReactNative
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, 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 |
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 |
Library artifacts (this run)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "fail",
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Make",
"React Native",
"React"
],
"role_archetype": "Engineering"
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "React Native"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "fail",
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Make",
"React Native",
"React"
],
"role_archetype": "Engineering"
},
"rejected": false,
"rejection_reason": null,
"run_id": "4617dd5a-4fa0-4e97-8e0e-67c516173d67",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "support hiring and onboarding",
"sentence": "Plus, Toptal takes care of all the overhead, empowering you to focus on successful engagements while getting paid on time, at the rate you decide, every time.",
"similarity": 0.3785
},
{
"kra_text": "support hiring and onboarding",
"sentence": "If you\u2019re passionate about working flexibly with leading Fortune 500 brands and innovative Silicon Valley startups, Toptal could be a great fit for your next career shift.",
"similarity": 0.3511
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Developers in our elite network share: English language proficiency At least 3 years of professional experience Project management skills A keen attention to detail Note: We are looking for talent who are able to freelance on a full time basis.",
"similarity": 0.3063
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.3453,
"slug": "engineering-manager",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "translate product and design requirements",
"sentence": "Developers in our elite network share: English language proficiency At least 3 years of professional experience Project management skills A keen attention to detail Note: We are looking for talent who are able to freelance on a full time basis.",
"similarity": 0.3621
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "As a freelance developer, you could join an ever-expanding community of experts in over 120 countries, working remotely on the projects that meet your career ambitions.",
"similarity": 0.3384
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "If you\u2019re passionate about working flexibly with leading Fortune 500 brands and innovative Silicon Valley startups, Toptal could be a great fit for your next career shift.",
"similarity": 0.3331
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.3445,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Developers in our elite network share: English language proficiency At least 3 years of professional experience Project management skills A keen attention to detail Note: We are looking for talent who are able to freelance on a full time basis.",
"similarity": 0.3526
},
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Curious to know how much you could make? Check out our React Native developer rate calculator: https://topt.al/xWcPnZ If you\u2019re ready for a career shift to impactful freelance work, take the next step by clicking apply and filling out the short form. ____ For expert insights on remote work and updates on new job postings, follow us on LinkedIn: https://topt.al/nbcaxq You can find us on the other social platforms at @Toptal. #RemoteJobsReactNative",
"similarity": 0.3518
},
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Freelance work is defining the careers of today\u2019s developers in exciting new ways.",
"similarity": 0.326
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.3435,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Native Mobile Developer",
"kra_matches": [
{
"kra_text": "native screen and flow development",
"sentence": "Curious to know how much you could make? Check out our React Native developer rate calculator: https://topt.al/xWcPnZ If you\u2019re ready for a career shift to impactful freelance work, take the next step by clicking apply and filling out the short form. ____ For expert insights on remote work and updates on new job postings, follow us on LinkedIn: https://topt.al/nbcaxq You can find us on the other social platforms at @Toptal. #RemoteJobsReactNative",
"similarity": 0.3575
},
{
"kra_text": "native screen and flow development",
"sentence": "Design your lifestyle as a top freelance developer, with the freedom to work however, wherever, on your terms.",
"similarity": 0.3282
},
{
"kra_text": "native screen and flow development",
"sentence": "Freelance work is defining the careers of today\u2019s developers in exciting new ways.",
"similarity": 0.3271
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 0.3376,
"slug": "native-mobile-developer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "asynchronous job processing",
"sentence": "Jobs come to you, so you won\u2019t bid for projects against other developers in a race to the bottom.",
"similarity": 0.3371
},
{
"kra_text": "service endpoint development",
"sentence": "Developers in our elite network share: English language proficiency At least 3 years of professional experience Project management skills A keen attention to detail Note: We are looking for talent who are able to freelance on a full time basis.",
"similarity": 0.3348
},
{
"kra_text": "service endpoint development",
"sentence": "Design your lifestyle as a top freelance developer, with the freedom to work however, wherever, on your terms.",
"similarity": 0.3294
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.3338,
"slug": "java-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": 1
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": 1
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": 1
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": 1
},
{
"display_name": "React Native Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 73,
"score": 1.0,
"slug": "react-native-developer",
"total_count": 1
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.99,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.99,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Mobile App Development",
"Remote Freelance Work",
"Project Management",
"Attention to Detail"
],
"matched_kras": [
"work flexibly with leading Fortune 500 brands",
"work remotely on the projects that meet your career ambitions",
"choose your own schedule and work from anywhere",
"freelance on a full time basis"
],
"matched_skills": [
"React Native",
"English language proficiency",
"Project management skills",
"attention to detail"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role react-native-developer; The JD explicitly references a React Native developer role, which best matches a Hybrid Mobile Developer.",
"sub_role": {
"confidence": 0.99,
"display_name": "React Native Developer",
"reasoning": "The JD explicitly references a React Native developer rate calculator and the hashtag #RemoteJobsReactNative, so React Native clearly dominates.",
"role_id": 73,
"slug": "react-native-developer"
}
},
"stage5_updates": {
"centroid_n_after": 80,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 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"
}
],
"candidate_roles": [
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "Domain=Software Engineering \u2192 sub-role react-native-developer; The JD explicitly references a React Native developer role, which best matches a Hybrid Mobile Developer.",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"dimensions": [
{
"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"
},
"input_skill": "React Native",
"llm_role": null,
"roles_from_db": [
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
"id": 115,
"rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
"slug": "ui-frameworks-and-rendering",
"source": "db"
},
"input_skill": "React Native",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"React Native"
],
"input_llm_skills": [
"React Native"
],
"new_aliases_persisted": 0,
"run_id": "4617dd5a-4fa0-4e97-8e0e-67c516173d67",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "React Native",
"alias_type": "CANONICAL",
"id": 1657,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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"
},
"dimensions": [
{
"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"
},
"input_skill": "React Native",
"llm_role": null,
"roles_from_db": [
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
"id": 115,
"rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
"slug": "ui-frameworks-and-rendering",
"source": "db"
},
"input_skill": "React Native",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
]
}
],
"input_skill": "React Native",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "Domain=Software Engineering \u2192 sub-role react-native-developer; The JD explicitly references a React Native developer role, which best matches a Hybrid Mobile Developer.",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "React Native",
"tag": "in_db"
}
],
"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,
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