Pipeline run
ce317dac-81ec-4dc0-ba41-1547b7c45e14
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
Native Mobile Developer
→Android Developer
sub-role · 0.99 domain · Software Engineering CASE DOMAINslug: native-mobile-developer · id: 75 · source: db · sub-role slug: android-engineer
Domain=Software Engineering → sub-role android-engineer; The JD centers on Android mobile application development with Kotlin and mobile UI architecture, which best matches a 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
Required Qualifications: • Experience with Reactive Programming (RxJava), Dependency Injection (Dagger), Retrofit and Kotlin • 5+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education. • 4+ years of Software Development experience with architecting, designing and developing Android mobile and Web user interface mobile applications • 3+ years of experience with Kotlin • 2+ year experience in Web Content Accessibility Guidelines (WCAG) 2.0, 2.1 or a combination of both
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
- RxJava (CANONICAL)
- RxJava 2 (VERSION)
- RxJava 3 (VERSION)
- RxJava2 (VERSION)
- RxJava3 (VERSION)
- rxjava2 (VERSION)
- rxjava3 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- Reactive Programming Library
- Vendor
- Netflix
- License
- apache_2
- Year introduced
- 2013
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3.x
Maturity reasoning: RxJava still appears in Android/Java job ads, but far less than Kotlin coroutines/Reactor; market demand is concentrated in legacy or reactive-heavy codebases rather than broad new-project adoption.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 1235
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Dagger (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- Dependency Injection Library
- Vendor
- License
- apache_2
- Year introduced
- 2014
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Dagger is a standard Android/Java DI library and appears frequently in Android job descriptions; its successor Hilt is also promoted by Google, but Dagger remains widely used in existing codebases.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 698
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
App Architecture and Dependency Injection Catalog dimension db id 94
Library dimension (catalog)
Roles linked in library: Android Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Retrofit (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Library
- Sub-category
- Http Client Library
- Vendor
- Square, Inc.
- License
- apache_2
- Year introduced
- 2013
- Confidence
- 0.97
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Retrofit appears in many Android job descriptions and remains a standard HTTP client library in the Android ecosystem, with broad GitHub usage and active maintenance rather than a sunset signal.
Skill profile (library / DB)
- Skill nature
- LIBRARY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 7
- Sub-category id
- 488
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Networking and API Integration Catalog dimension db id 84
Library dimension (catalog)
Roles linked in library: Android Developer, Hybrid Mobile Developer, Native Mobile Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Networking and API Integration
networking-and-api-integration
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Kotlin (CANONICAL) primary
- kotlin 1.9 (VERSION)
- kotlin 1.9.0 (VERSION)
- kotlin 1.9.1 (VERSION)
- kotlin 1.9.10 (VERSION)
- kotlin 1.9.x (VERSION)
- kotlin-1.9 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- JetBrains
- License
- apache_2
- Year introduced
- 2011
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Kotlin appears in many Android, backend, and multiplatform job postings, and JetBrains reports strong ecosystem growth; it’s a mainstream hiring skill rather than niche.
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)
-
Java Language and JVM Catalog dimension db id 279
Library dimension (catalog)
Roles linked in library: Java Backend Developer, Kotlin Backend Developer, Scala Backend Developer
-
Kotlin and Java Catalog dimension db id 161
Library dimension (catalog)
Roles linked in library: Android Developer
-
Native Mobile Languages Catalog dimension db id 274
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
-
Programming Languages Catalog dimension db id 1
Library dimension (catalog)
Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile Languages
native-mobile-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Programming Languages
programming-languages
|
✓ | — | 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
- WCAG (CANONICAL) primary
- WCAG 2 (VERSION)
- WCAG 2.0 (VERSION)
- WCAG 2.1 (VERSION)
- WCAG 2.2 (VERSION)
- WCAG 3 (VERSION)
- WCAG2 (VERSION)
- WCAG2.0 (VERSION)
- WCAG2.1 (VERSION)
- WCAG2.2 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Standard
- Sub-category
- Accessibility Standard
- Vendor
- W3C
- License
- other_open
- Year introduced
- 1999
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 2.2
Maturity reasoning: WCAG is a core accessibility standard referenced in many job descriptions for web/product roles and is the basis for ADA/Section 508 compliance work; it remains the default market signal for accessibility requirements.
Skill profile (library / DB)
- Skill nature
- STANDARD
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 12
- Sub-category id
- 502
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Accessibility Standards and Testing Catalog dimension db id 121
Library dimension (catalog)
Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Accessibility Standards and Testing
accessibility-standards-and-testing
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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 |
|---|---|---|---|---|---|---|
| RxJava | in_db |
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Dagger | in_db |
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Retrofit | in_db |
Networking and API Integration
networking-and-api-integration
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Kotlin | in_db |
Java Language and JVM
java-language-and-jvm
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Kotlin | in_db |
Kotlin and Java
kotlin-and-java
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Kotlin | in_db |
Native Mobile Languages
native-mobile-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Kotlin | in_db |
Programming Languages
programming-languages
|
✓ | — | 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) | |
| WCAG | in_db |
Accessibility Standards and Testing
accessibility-standards-and-testing
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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": [
"RxJava",
"Dagger",
"Kotlin",
"Android",
"Retrofit",
"dependency injection",
"WCAG"
],
"role_archetype": "Engineering"
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "RxJava"
},
{
"is_primary": true,
"skill_name": "Dagger"
},
{
"is_primary": true,
"skill_name": "Retrofit"
},
{
"is_primary": true,
"skill_name": "Kotlin"
},
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": true,
"skill_name": "WCAG"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "fail",
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"RxJava",
"Dagger",
"Kotlin",
"Android",
"Retrofit",
"dependency injection",
"WCAG"
],
"role_archetype": "Engineering"
},
"rejected": false,
"rejection_reason": null,
"run_id": "ce317dac-81ec-4dc0-ba41-1547b7c45e14",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Ensures WCAG accessibility compliance by implementing semantic HTML, ARIA attributes, keyboard navigation, and screen reader compatibility.",
"sentence": "2+ year experience in Web Content Accessibility Guidelines (WCAG) 2.0, 2.1 or a combination of both",
"similarity": 0.6346
},
{
"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": "4+ years of Software Development experience with architecting, designing and developing Android mobile and Web user interface mobile applications",
"similarity": 0.3959
},
{
"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": "5+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education.",
"similarity": 0.2412
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.4239,
"slug": "frontend-engineer",
"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": "4+ years of Software Development experience with architecting, designing and developing Android mobile and Web user interface mobile applications",
"similarity": 0.4263
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "2+ year experience in Web Content Accessibility Guidelines (WCAG) 2.0, 2.1 or a combination of both",
"similarity": 0.3248
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "5+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education.",
"similarity": 0.3139
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.355,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "user interaction design and refinement",
"sentence": "2+ year experience in Web Content Accessibility Guidelines (WCAG) 2.0, 2.1 or a combination of both",
"similarity": 0.3903
},
{
"kra_text": "user interaction design and refinement",
"sentence": "4+ years of Software Development experience with architecting, designing and developing Android mobile and Web user interface mobile applications",
"similarity": 0.3868
},
{
"kra_text": "external system integration implementation",
"sentence": "5+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education.",
"similarity": 0.2872
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 24,
"score": 0.3548,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Svelte Frontend Developer",
"kra_matches": [
{
"kra_text": "accessibility and usability",
"sentence": "2+ year experience in Web Content Accessibility Guidelines (WCAG) 2.0, 2.1 or a combination of both",
"similarity": 0.499
},
{
"kra_text": "UI component development",
"sentence": "4+ years of Software Development experience with architecting, designing and developing Android mobile and Web user interface mobile applications",
"similarity": 0.3626
},
{
"kra_text": "UI component development",
"sentence": "5+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education.",
"similarity": 0.1957
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 92,
"score": 0.3525,
"slug": "svelte-frontend-developer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": [
{
"kra_text": "apply accessibility requirements",
"sentence": "2+ year experience in Web Content Accessibility Guidelines (WCAG) 2.0, 2.1 or a combination of both",
"similarity": 0.5236
},
{
"kra_text": "Implement browser-based UI flows",
"sentence": "4+ years of Software Development experience with architecting, designing and developing Android mobile and Web user interface mobile applications",
"similarity": 0.3328
},
{
"kra_text": "debug browser-based product issues",
"sentence": "5+ years of Software Engineering experience, or equivalent demonstrated through one or a combination of the following: work experience, training, military experience, education.",
"similarity": 0.1909
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 0.3491,
"slug": "web-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": 4,
"matched_skills": [
"Dagger",
"Kotlin",
"Retrofit",
"RxJava"
],
"role_id": 4,
"score": 0.6667,
"slug": "android-engineer",
"total_count": 6
},
{
"display_name": "iOS Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Dagger",
"Retrofit"
],
"role_id": 6,
"score": 0.3333,
"slug": "ios-engineer",
"total_count": 6
},
{
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Kotlin",
"Retrofit"
],
"role_id": 75,
"score": 0.3333,
"slug": "native-mobile-developer",
"total_count": 6
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Retrofit"
],
"role_id": 11,
"score": 0.1667,
"slug": "hybrid-mobile-developer",
"total_count": 6
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"WCAG"
],
"role_id": 7,
"score": 0.1667,
"slug": "frontend-engineer",
"total_count": 6
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 0.94,
"slug": "native-mobile-developer",
"total_count": null
},
"confidence": 0.94,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Android mobile application development",
"Mobile UI architecture and design",
"Accessibility compliance"
],
"matched_kras": [
"architecting, designing and developing Android mobile and Web user interface mobile applications",
"Experience with Reactive Programming",
"2+ year experience in Web Content Accessibility Guidelines"
],
"matched_skills": [
"Reactive Programming (RxJava)",
"Dagger",
"Retrofit",
"Kotlin",
"Android",
"Web Content Accessibility Guidelines (WCAG) 2.0",
"WCAG 2.1"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD centers on Android mobile application development with Kotlin and mobile UI architecture, which best matches a Native Mobile Developer.",
"sub_role": {
"confidence": 0.99,
"display_name": "Android Developer",
"reasoning": "The JD explicitly centers on Android mobile application development and names Kotlin, RxJava, Dagger, and Retrofit, with no iOS signals.",
"role_id": 4,
"slug": "android-engineer"
}
},
"stage5_updates": {
"centroid_n_after": 98,
"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": 2604,
"existing_alias_text": "RxJava",
"input_term": "RxJava",
"matched_canonical": {
"category_id": 7,
"display_name": "RxJava",
"id": 1640,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LIBRARY",
"slug": "rxjava",
"sub_category_id": 1235,
"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": 1594,
"existing_alias_text": "Dagger",
"input_term": "Dagger",
"matched_canonical": {
"category_id": 7,
"display_name": "Dagger",
"id": 984,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LIBRARY",
"slug": "dagger",
"sub_category_id": 698,
"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": 1536,
"existing_alias_text": "Retrofit",
"input_term": "Retrofit",
"matched_canonical": {
"category_id": 7,
"display_name": "Retrofit",
"id": 933,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LIBRARY",
"slug": "retrofit",
"sub_category_id": 488,
"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": 24,
"existing_alias_text": "Kotlin",
"input_term": "Kotlin",
"matched_canonical": {
"category_id": 6,
"display_name": "Kotlin",
"id": 2,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "kotlin",
"sub_category_id": 96,
"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": 2541,
"existing_alias_text": "Android",
"input_term": "Android",
"matched_canonical": {
"category_id": 9,
"display_name": "Android",
"id": 1595,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "android",
"sub_category_id": 1201,
"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": 1145,
"existing_alias_text": "WCAG",
"input_term": "WCAG",
"matched_canonical": {
"category_id": 12,
"display_name": "WCAG",
"id": 645,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "STANDARD",
"slug": "wcag",
"sub_category_id": 502,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Android Developer",
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"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Android",
"alias_type": "CANONICAL",
"id": 2541,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 9,
"display_name": "Android",
"id": 1595,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "android",
"sub_category_id": 1201,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"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",
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},
"input_skill": "Android",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Android",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "WCAG",
"alias_type": "CANONICAL",
"id": 1145,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "WCAG 2",
"alias_type": "VERSION",
"id": 1146,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "WCAG 2.0",
"alias_type": "VERSION",
"id": 1148,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "WCAG 2.1",
"alias_type": "VERSION",
"id": 1149,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "WCAG 2.2",
"alias_type": "VERSION",
"id": 1150,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "WCAG 3",
"alias_type": "VERSION",
"id": 1147,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "WCAG2",
"alias_type": "VERSION",
"id": 3303,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "WCAG2.0",
"alias_type": "VERSION",
"id": 3305,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "WCAG2.1",
"alias_type": "VERSION",
"id": 3306,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "WCAG2.2",
"alias_type": "VERSION",
"id": 3307,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 12,
"display_name": "WCAG",
"id": 645,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "STANDARD",
"slug": "wcag",
"sub_category_id": 502,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Accessibility Standards and Testing",
"id": 121,
"rationale": "Standards and practices for making browser interfaces usable with assistive technologies and keyboard-only interaction. This cluster is coherent because accessibility is a direct responsibility of frontend implementation.",
"slug": "accessibility-standards-and-testing",
"source": "db"
},
"input_skill": "WCAG",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Angular Frontend Developer",
"id": 90,
"rationale": null,
"role_archetype": "Engineering",
"slug": "angular-frontend-developer",
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},
{
"display_name": "Frontend Developer",
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"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "React Frontend Developer",
"id": 89,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
},
{
"display_name": "Svelte Frontend Developer",
"id": 92,
"rationale": null,
"role_archetype": "Engineering",
"slug": "svelte-frontend-developer",
"source": "db"
},
{
"display_name": "Vue Frontend Developer",
"id": 91,
"rationale": null,
"role_archetype": "Engineering",
"slug": "vue-frontend-developer",
"source": "db"
},
{
"display_name": "Web Developer",
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"rationale": null,
"role_archetype": null,
"slug": "web-developer",
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}
]
}
],
"input_skill": "WCAG",
"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": "Native Mobile Developer",
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"rationale": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD centers on Android mobile application development with Kotlin and mobile UI architecture, which best matches a Native Mobile Developer.",
"role_archetype": "Engineering",
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"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "RxJava",
"tag": "in_db"
},
{
"skill": "Dagger",
"tag": "in_db"
},
{
"skill": "Retrofit",
"tag": "in_db"
},
{
"skill": "Kotlin",
"tag": "in_db"
},
{
"skill": "Android",
"tag": "in_db"
},
{
"skill": "WCAG",
"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": [
{
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"source": "db"
},
"dimension_id": 161,
"input_skill": "RxJava",
"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": "Android Developer",
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"role_archetype": null,
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}
],
"skill_dimension_saved": true,
"skill_id": 1640,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 75,
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},
"dimension_id": 94,
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"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": "Android Developer",
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"role_archetype": null,
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},
{
"display_name": "iOS Developer",
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"role_archetype": null,
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}
],
"skill_dimension_saved": true,
"skill_id": 984,
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},
{
"chosen_role_id": 75,
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},
"dimension_id": 84,
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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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},
{
"display_name": "Hybrid Mobile Developer",
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},
{
"display_name": "Native Mobile Developer",
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"role_archetype": "Engineering",
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},
{
"display_name": "iOS Developer",
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"role_archetype": null,
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}
],
"skill_dimension_saved": true,
"skill_id": 933,
"skill_tag": "in_db",
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},
{
"chosen_role_id": 75,
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},
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"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": [
{
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},
{
"display_name": "Kotlin Backend Developer",
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"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
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},
{
"display_name": "Scala Backend Developer",
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"rationale": null,
"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
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},
{
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},
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{
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],
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},
{
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},
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"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Native Mobile Developer",
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}
],
"skill_dimension_saved": true,
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},
{
"chosen_role_id": 75,
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"source": "db"
},
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"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": "Backend Developer",
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"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
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},
{
"display_name": "Fullstack Developer",
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}
],
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},
{
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},
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},
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{
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}
],
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}
],
"new_skills_created": 0,
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},
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}