Pipeline run
8cb21168-d235-4e46-be95-b3ec33eea77d
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
This is a full-time on-site role for a Mobile Lead or Architect, located in Hyderabad. The successful candidate will be responsible for leading the mobile development team, including designing and dev…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Native Mobile Developer
domain · Software Engineering CASE DOMAINslug: native-mobile-developer · id: 75 · source: db
Domain=Software Engineering; The JD is centered on leading iOS and Android mobile development, mobile architecture, and technical leadership, which best matches Native 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
Company Description Visual IT Solutions Private Limited provides a range of IT services to various businesses and organizations, leveraging cutting-edge technologies to help them improve business performance. With a technical team of committed individuals, we strive to deliver maximum business value to our clients and are able to provide innovative and cost-effective solutions to their requirements. Role Description This is a full-time on-site role for a Mobile Lead or Architect, located in Hyderabad. The successful candidate will be responsible for leading the mobile development team, including designing and developing mobile applications, collaborating with cross-functional teams, and ensuring consistent and high-quality deliverables. They will be responsible for developing technical proposals, evaluating and implementing mobile technologies, and leading architectural initiatives. Qualifications • A Bachelor's or Master's degree in Computer Science or a related field • At least 8 years of relevant industry experience in mobile development • Extensive experience working with iOS and Android mobile development and technologies • Proven experience as a technical lead or architect • In-depth knowledge of mobile development frameworks such as React Native and Flutter • Strong knowledge of architectural patterns, design patterns, and APIs • Experience with DevOps tools and processes, including continuous integration and continuous deployment • Excellent problem-solving and communication skills • Ability to lead and mentor team members and ensure high-quality deliverables • Familiarity with Agile methodologies and processes • Experience in implementing scalable and secure mobile applications • Experience with cross-platform mobile development is a plus
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
- 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) |
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
- 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 skipped (dimension not under chosen role) |
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 skipped (dimension not under chosen role) |
Aliases — catalog
- API (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Application Programming Interface
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: APIs are a core requirement in most software engineering JDs and underpin common integrations across cloud, mobile, and web stacks; major vendors like AWS, Stripe, and Google Cloud center products on API-first usage.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 1174
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
API Integration and Data Fetching Catalog dimension db id 127
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- DevOps (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Devops Methodology
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: DevOps appears in a large share of software and platform engineering job descriptions, often alongside CI/CD, Kubernetes, and cloud tooling; it is a standard hiring-pipeline keyword rather than a niche specialty.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 922
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
CI/CD Pipeline Platforms Catalog dimension db id 150
Library dimension (catalog)
Roles linked in library: DevOps Engineer
-
Deployment and Release Patterns Catalog dimension db id 140
Library dimension (catalog)
Roles linked in library: Cloud Architect
-
Infrastructure as Code Catalog dimension db id 132
Library dimension (catalog)
Roles linked in library: Cloud Architect, DevOps Engineer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Infrastructure as Code
infrastructure-as-code
|
✓ | — | 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
- DevOps Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- 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
- DevOps Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3594
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Software Concepts, Patterns & Practices Catalog dimension db id 478
Library dimension (catalog)
Roles linked in library: Engineering Manager
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) |
|
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | 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
- 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 |
|---|---|---|---|---|---|---|
| iOS | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Android | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| 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 skipped (dimension not under chosen role) | |
| 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 skipped (dimension not under chosen role) | |
| API | in_db |
API Integration and Data Fetching
api-integration-and-data-fetching
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Deployment and Release Patterns
deployment-and-release-patterns
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| DevOps | in_db |
Infrastructure as Code
infrastructure-as-code
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Continuous Integration | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Continuous Deployment | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Cross-Platform Development | type=Software Development subtype=general nature=CONCEPT lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Visual IT Solutions Private Limited",
"last_5_words": "cost-effective solutions to their requirements."
},
"text": "Visual IT Solutions Private Limited provides a range of IT services to various businesses and organizations, leveraging cutting-edge technologies to help them improve business performance. With a technical team of committed individuals, we strive to deliver maximum business value to our clients and are able to provide innovative and cost-effective solutions to their requirements.",
"word_count": 64
},
"certifications": [],
"company_name": "Visual IT Solutions Private Limited",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC/MTECH/ME/MSC - Computer Science (or related)",
"raw": "A Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 8,
"raw": "At least 8 years of relevant industry experience in mobile development"
},
"job_locations": [
{
"aliases": [
"Hyderabad, AP"
],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Mobile Lead or Architect",
"role_aliases": [
"Mobile Architect",
"Mobile Development Lead"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time on-site",
"last_5_words": "leading architectural initiatives."
},
"text": "This is a full-time on-site role for a Mobile Lead or Architect, located in Hyderabad. The successful candidate will be responsible for leading the mobile development team, including designing and developing mobile applications, collaborating with cross-functional teams, and ensuring consistent and high-quality deliverables. They will be responsible for developing technical proposals, evaluating and implementing mobile technologies, and leading architectural initiatives.",
"word_count": 63
},
{
"bullet_count": 12,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 A Bachelor\u0027s or Master\u0027s",
"last_5_words": "is a plus"
},
"text": "\u2022 A Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field\n\u2022 At least 8 years of relevant industry experience in mobile development\n\u2022 Extensive experience working with iOS and Android mobile development and technologies\n\u2022 Proven experience as a technical lead or architect\n\u2022 In-depth knowledge of mobile development frameworks such as React Native and Flutter\n\u2022 Strong knowledge of architectural patterns, design patterns, and APIs\n\u2022 Experience with DevOps tools and processes, including continuous integration and continuous deployment\n\u2022 Excellent problem-solving and communication skills\n\u2022 Ability to lead and mentor team members and ensure high-quality deliverables\n\u2022 Familiarity with Agile methodologies and processes\n\u2022 Experience in implementing scalable and secure mobile applications\n\u2022 Experience with cross-platform mobile development is a plus",
"word_count": 134
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "iOS"
},
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "React Native"
},
{
"is_primary": true,
"skill_name": "Flutter"
},
{
"is_primary": true,
"skill_name": "API"
},
{
"is_primary": true,
"skill_name": "DevOps"
},
{
"is_primary": true,
"skill_name": "Continuous Integration"
},
{
"is_primary": true,
"skill_name": "Continuous Deployment"
},
{
"is_primary": true,
"skill_name": "Agile"
},
{
"is_primary": false,
"skill_name": "Cross-Platform Development"
}
],
"jd_role": {
"display_name": "Mobile Lead or Architect",
"rationale": null,
"role_aliases": [
"Mobile Architect",
"Mobile Development Lead"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Visual IT Solutions Private Limited",
"last_5_words": "cost-effective solutions to their requirements."
},
"text": "Visual IT Solutions Private Limited provides a range of IT services to various businesses and organizations, leveraging cutting-edge technologies to help them improve business performance. With a technical team of committed individuals, we strive to deliver maximum business value to our clients and are able to provide innovative and cost-effective solutions to their requirements.",
"word_count": 64
},
"certifications": [],
"company_name": "Visual IT Solutions Private Limited",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC/MTECH/ME/MSC - Computer Science (or related)",
"raw": "A Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 8,
"raw": "At least 8 years of relevant industry experience in mobile development"
},
"job_locations": [
{
"aliases": [
"Hyderabad, AP"
],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Mobile Lead or Architect",
"role_aliases": [
"Mobile Architect",
"Mobile Development Lead"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time on-site",
"last_5_words": "leading architectural initiatives."
},
"text": "This is a full-time on-site role for a Mobile Lead or Architect, located in Hyderabad. The successful candidate will be responsible for leading the mobile development team, including designing and developing mobile applications, collaborating with cross-functional teams, and ensuring consistent and high-quality deliverables. They will be responsible for developing technical proposals, evaluating and implementing mobile technologies, and leading architectural initiatives.",
"word_count": 63
},
{
"bullet_count": 12,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 A Bachelor\u0027s or Master\u0027s",
"last_5_words": "is a plus"
},
"text": "\u2022 A Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field\n\u2022 At least 8 years of relevant industry experience in mobile development\n\u2022 Extensive experience working with iOS and Android mobile development and technologies\n\u2022 Proven experience as a technical lead or architect\n\u2022 In-depth knowledge of mobile development frameworks such as React Native and Flutter\n\u2022 Strong knowledge of architectural patterns, design patterns, and APIs\n\u2022 Experience with DevOps tools and processes, including continuous integration and continuous deployment\n\u2022 Excellent problem-solving and communication skills\n\u2022 Ability to lead and mentor team members and ensure high-quality deliverables\n\u2022 Familiarity with Agile methodologies and processes\n\u2022 Experience in implementing scalable and secure mobile applications\n\u2022 Experience with cross-platform mobile development is a plus",
"word_count": 134
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "8cb21168-d235-4e46-be95-b3ec33eea77d",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"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": "iOS Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 6,
"score": 1.0,
"slug": "ios-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": [
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "In-depth knowledge of mobile development frameworks such as React Native and Flutter",
"similarity": 0.6103
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "Extensive experience working with iOS and Android mobile development and technologies",
"similarity": 0.5389
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "The successful candidate will be responsible for leading the mobile development team, including designing and developing mobile applications, collaborating with cross-functional teams, and ensuring consistent and high-quality deliverables.",
"similarity": 0.4656
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.5383,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "They will be responsible for developing technical proposals, evaluating and implementing mobile technologies, and leading architectural initiatives.",
"similarity": 0.5329
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Proven experience as a technical lead or architect",
"similarity": 0.5172
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "This is a full-time on-site role for a Mobile Lead or Architect, located in Hyderabad.",
"similarity": 0.449
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4997,
"slug": "cloud-architect",
"total_count": null
},
{
"display_name": "iOS Developer",
"kra_matches": [
{
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}
API 2 — extract-details
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]
}
],
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},
{
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],
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]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": "Domain=Software Engineering; The JD is centered on leading iOS and Android mobile development, mobile architecture, and technical leadership, which best matches Native Mobile Developer.",
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "iOS",
"tag": "in_db"
},
{
"skill": "Android",
"tag": "in_db"
},
{
"skill": "React Native",
"tag": "in_db"
},
{
"skill": "Flutter",
"tag": "in_db"
},
{
"skill": "API",
"tag": "in_db"
},
{
"skill": "DevOps",
"tag": "in_db"
},
{
"skill": "Continuous Integration",
"tag": "new"
},
{
"skill": "Continuous Deployment",
"tag": "new"
},
{
"skill": "Agile",
"tag": "in_db"
},
{
"skill": "Cross-Platform Development",
"tag": "new"
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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.