Pipeline run
65798111-5b61-465b-870d-a8f94ddf7170
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
Native Mobile Developer
→iOS Developer
sub-role · 0.95 CASE Aslug: native-mobile-developer · id: 75 · source: db · sub-role slug: ios-engineer
Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: iOS Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
As an iOS Developer at Ermin Systems, you will be instrumental in developing and maintaining advanced mobile applications for the iOS platform. You will work closely with our team of talented engineers, designers, and product managers to push the boundaries of what’s possible on mobile. Key Responsibilities: • Develop and maintain high-quality iOS applications using Swift and SwiftUI. • Ensure robust, extensible, and efficient designs and implementation. • Collaborate with the team to define, design, and deploy new features. • Maintain code integrity and organization using Swift Package Manager. • Utilize native APIs for deep integrations with both platforms. • Keep up-to-date with the latest industry trends in mobile technologies. Requirements: • Experience: Minimum of 3-5 years of hands-on experience in native iOS development. • Technical Skills: • Proficient in Swift and SwiftUI; deep understanding of their capabilities and limitations. • Experienced in designing and implementing modular architecture using Swift Package Manager (SPM). • Proven ability to develop and maintain high-quality mobile applications. • Previous Work: Must have prior experience with the full lifecycle of developing and deploying applications to the App Store, including provisioning, code signing, and compliance with Apple's App Store guidelines. • Problem Solving: Strong analytical and problem-solving skills with the ability to work through complex issues and provide practical solutions. • Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers. • Communication: Excellent verbal and written communication skills to document and explain design choices and code.
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
- Swift (CANONICAL) primary
- Swift 2.0 (VERSION)
- Swift 2.x (VERSION)
- Swift 3.0 (VERSION)
- Swift 3.x (VERSION)
- Swift 4.0 (VERSION)
- Swift 4.x (VERSION)
- Swift 5.0 (VERSION)
- Swift 5.x (VERSION)
- Swift 6.0 (VERSION)
- Swift 6.x (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Apple
- License
- apache_2
- Year introduced
- 2014
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Swift is broadly used for iOS/macOS hiring; job postings commonly list it alongside UIKit/SwiftUI, and Apple continues to invest in it as the primary language for new app development.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Native Mobile Languages Catalog dimension db id 274
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Swift and Objective-C Catalog dimension db id 81
Library dimension (catalog)
Roles linked in library: iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Native Mobile Languages
native-mobile-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Swift and Objective-C
swift-and-objective-c
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- SwiftUI (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Ui Framework
- Vendor
- Apple
- License
- other_open
- Year introduced
- 2019
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SwiftUI is widely listed in iOS/macOS job postings and is Apple’s primary UI framework for new apps, with strong ecosystem adoption replacing much UIKit-only greenfield work.
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)
-
Android UI Frameworks Catalog dimension db id 162
Library dimension (catalog)
Roles linked in library: Android Developer, Native Mobile Developer
-
UIKit and SwiftUI Catalog dimension db id 82
Library dimension (catalog)
Roles linked in library: iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Android UI Frameworks
android-ui-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
UIKit and SwiftUI
uikit-and-swiftui
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Swift Package Manager (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Tool
- Sub-category
- Package Manager Tool
- Vendor
- Apple
- License
- apache_2
- Year introduced
- 2015
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Apple’s default Swift dependency manager is widely used in iOS/macOS JDs and is the standard replacement for CocoaPods in many new Swift projects.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 13
- Sub-category id
- 67
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Build and Release Tooling Catalog dimension db id 89
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Build and Release Tooling
build-and-release-tooling
|
✓ | — | 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 Engineering
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Apple App Store (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- App Distribution Platform
- Vendor
- Apple Inc.
- License
- proprietary
- Year introduced
- 2008
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Broadly used app distribution platform; App Store review and release management appear in many iOS job descriptions and are a standard requirement for shipping Apple apps.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 347
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Mobile Vendor Platforms Catalog dimension db id 172
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
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) | |
| Swift | in_db |
Native Mobile Languages
native-mobile-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Swift | in_db |
Swift and Objective-C
swift-and-objective-c
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| SwiftUI | in_db |
Android UI Frameworks
android-ui-frameworks
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| SwiftUI | in_db |
UIKit and SwiftUI
uikit-and-swiftui
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Swift Package Manager | in_db |
Build and Release Tooling
build-and-release-tooling
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| App Store | new |
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | SPM | type=Software Engineering subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | App Store ↔ Mobile Vendor Platforms |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Ermin Systems",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Product Companies"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": 5,
"min": 3,
"raw": "Minimum of 3-5 years of hands-on experience in native iOS development."
},
"job_locations": [],
"role": "iOS Developer",
"role_aliases": [
"iOS Engineer",
"Mobile Developer",
"Swift Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop and maintain high-quality",
"last_5_words": "latest industry trends in mobile technologies."
},
"text": "\u2022 Develop and maintain high-quality iOS applications using Swift and SwiftUI.\n\u2022 Ensure robust, extensible, and efficient designs and implementation.\n\u2022 Collaborate with the team to define, design, and deploy new features.\n\u2022 Maintain code integrity and organization using Swift Package Manager.\n\u2022 Utilize native APIs for deep integrations with both platforms.\n\u2022 Keep up-to-date with the latest industry trends in mobile technologies.",
"word_count": 56
},
{
"bullet_count": 8,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Experience: Minimum of 3-5",
"last_5_words": "document and explain design choices and code."
},
"text": "\u2022 Experience: Minimum of 3-5 years of hands-on experience in native iOS development.\n\u2022 Technical Skills:\n\u2022 Proficient in Swift and SwiftUI; deep understanding of their capabilities and limitations.\n\u2022 Experienced in designing and implementing modular architecture using Swift Package Manager (SPM).\n\u2022 Proven ability to develop and maintain high-quality mobile applications.\n\u2022 Previous Work: Must have prior experience with the full lifecycle of developing and deploying applications to the App Store, including provisioning, code signing, and compliance with Apple\u0027s App Store guidelines.\n\u2022 Problem Solving: Strong analytical and problem-solving skills with the ability to work through complex issues and provide practical solutions.\n\u2022 Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.\n\u2022 Communication: Excellent verbal and written communication skills to document and explain design choices and code.",
"word_count": 155
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "iOS"
},
{
"is_primary": true,
"skill_name": "Swift"
},
{
"is_primary": true,
"skill_name": "SwiftUI"
},
{
"is_primary": true,
"skill_name": "Swift Package Manager"
},
{
"is_primary": false,
"skill_name": "SPM"
},
{
"is_primary": true,
"skill_name": "App Store"
}
],
"jd_role": {
"display_name": "iOS Developer",
"rationale": null,
"role_aliases": [
"iOS Engineer",
"Mobile Developer",
"Swift Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "Ermin Systems",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
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],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [],
"experience": {
"max": 5,
"min": 3,
"raw": "Minimum of 3-5 years of hands-on experience in native iOS development."
},
"job_locations": [],
"role": "iOS Developer",
"role_aliases": [
"iOS Engineer",
"Mobile Developer",
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],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop and maintain high-quality",
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},
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"word_count": 56
},
{
"bullet_count": 8,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Experience: Minimum of 3-5",
"last_5_words": "document and explain design choices and code."
},
"text": "\u2022 Experience: Minimum of 3-5 years of hands-on experience in native iOS development.\n\u2022 Technical Skills:\n\u2022 Proficient in Swift and SwiftUI; deep understanding of their capabilities and limitations.\n\u2022 Experienced in designing and implementing modular architecture using Swift Package Manager (SPM).\n\u2022 Proven ability to develop and maintain high-quality mobile applications.\n\u2022 Previous Work: Must have prior experience with the full lifecycle of developing and deploying applications to the App Store, including provisioning, code signing, and compliance with Apple\u0027s App Store guidelines.\n\u2022 Problem Solving: Strong analytical and problem-solving skills with the ability to work through complex issues and provide practical solutions.\n\u2022 Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.\n\u2022 Communication: Excellent verbal and written communication skills to document and explain design choices and code.",
"word_count": 155
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "65798111-5b61-465b-870d-a8f94ddf7170",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
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"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 6,
"score": 1.0,
"slug": "ios-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": "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": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with the team to define, design, and deploy new features.",
"similarity": 0.7103
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.",
"similarity": 0.631
},
{
"kra_text": "integrate external APIs and data sources",
"sentence": "Utilize native APIs for deep integrations with both platforms.",
"similarity": 0.5365
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.6259,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "iOS Developer",
"kra_matches": [
{
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"sentence": "Develop and maintain high-quality iOS applications using Swift and SwiftUI.",
"similarity": 0.7294
},
{
"kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
"sentence": "Experience: Minimum of 3-5 years of hands-on experience in native iOS development.",
"similarity": 0.5653
},
{
"kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
"sentence": "Previous Work: Must have prior experience with the full lifecycle of developing and deploying applications to the App Store, including provisioning, code signing, and compliance with Apple\u0027s App Store guidelines.",
"similarity": 0.4738
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 6,
"score": 0.5895,
"slug": "ios-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.",
"similarity": 0.6422
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with the team to define, design, and deploy new features.",
"similarity": 0.5884
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Communication: Excellent verbal and written communication skills to document and explain design choices and code.",
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}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5626,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
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"sentence": "Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.",
"similarity": 0.5911
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Collaborate with the team to define, design, and deploy new features.",
"similarity": 0.5801
},
{
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}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.56,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
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"sentence": "Collaborate with the team to define, design, and deploy new features.",
"similarity": 0.6198
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.",
"similarity": 0.5655
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Communication: Excellent verbal and written communication skills to document and explain design choices and code.",
"similarity": 0.4544
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5466,
"slug": "full-stack-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "iOS Developer",
"kra_matches": null,
"matched_count": 3,
"matched_skills": [
"Swift",
"Swift Package Manager",
"SwiftUI"
],
"role_id": 6,
"score": 0.6,
"slug": "ios-engineer",
"total_count": 5
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Swift Package Manager",
"SwiftUI"
],
"role_id": 4,
"score": 0.4,
"slug": "android-engineer",
"total_count": 5
},
{
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Swift",
"SwiftUI"
],
"role_id": 75,
"score": 0.4,
"slug": "native-mobile-developer",
"total_count": 5
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Swift Package Manager"
],
"role_id": 11,
"score": 0.2,
"slug": "hybrid-mobile-developer",
"total_count": 5
},
{
"display_name": "Flutter Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Swift Package Manager"
],
"role_id": 74,
"score": 0.2,
"slug": "flutter-developer",
"total_count": 5
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"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
},
"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 (3 roles at 1.0) resolved by TIER_A_KRA: iOS Developer",
"sub_role": {
"confidence": 0.95,
"display_name": "iOS Developer",
"reasoning": "hoisted from chosen leaf (case=A)",
"role_id": 6,
"slug": "ios-engineer"
}
},
"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": 2540,
"existing_alias_text": "iOS",
"input_term": "iOS",
"matched_canonical": {
"category_id": 9,
"display_name": "iOS",
"id": 1594,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "ios",
"sub_category_id": 1200,
"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": 756,
"existing_alias_text": "Swift",
"input_term": "Swift",
"matched_canonical": {
"category_id": 6,
"display_name": "Swift",
"id": 440,
"is_also_category": false,
"is_extractable": true,
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]
}
],
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},
{
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}
API 3 — final-role-output
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{
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{
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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