Pipeline run

a50504ff-f2c5-4ffd-96ed-4e6483aa09f6

Pipeline LLM cost (USD)

API 1: $0.0101 API 2: $0.0001 API 3: $0.0000 Total: $0.0102

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · Native screen and flow building

Build and ship Android app features end to end: design screens/flows, connect REST/JSON APIs and third-party libraries, add unit tests, and fix bugs/performance issues across the mobile lifecycle.

"Design & build advanced applications for the Android platform"

Tech stack maturity

Mainstream Modern

Native mobile development with Android, REST/JSON APIs, and unit testing is a standard, widely adopted modern stack rather than legacy or bleeding-edge.

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

0.00 / 5

· Title match

· Has AI skill

· AI skill (primary)

· AI skill (secondary)

· On AI team

· Builds AI products

vocab breakdown (legacy)

Assistants (×1): —

Frameworks (×2): —

Models / concepts (×3): —

Evidence — skills matched in JD (6)

Android REST JSON Android SDK APIs Unit Testing

Skill cluster (3 dimension groups, role-scoped)

API Integration and Data Fetching

JSON

Integration Protocols & Standards

REST

Cross-cutting / unaligned

Android Android SDK APIs Unit Testing

Show KRA description ↓

• Design & build advanced applications for the Android platform • Collaborate with cross-functional teams to define, design, and ship new features • Work with outside data sources and APIs • Unit-test code for robustness, including edge cases, usability, and general reliability • Work on bug fixing and improving application performance • Continuously discover, evaluate, and implement new technologies to maximize development efficiency • Proven software development experience and Android skills development • Required Experience: 1 to 3 year • Proven working experience in Android app development • Have published at least one original Android • Experience with Android SDK • Experience working with remote data via REST and JSON • Experience with third-party libraries and APIs • Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies • Solid understanding of the full mobile development life cycle

Signals

Skill full-stack-engineer

0.33

Alias android-engineer

1.00

KRA flutter-developer

0.55

Post-classification

Centroidupdated · n=92

Alias collision log—

New-role queue—

New skills captured1

New KRA capturedyes

Captured for admin review

Android SDK primary ↔ Native Mobile Developer pending

R&R fragment (sim 0.00) ↔ Native Mobile Developer pending

Status: completed Created: 2026-05-27T16:30:27.955605Z Updated: 2026-05-27T16:31:48.553882Z API 3 duration: 26140 ms

Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Native Mobile Developer

→

Android Developer

sub-role · 0.99 domain · Software Engineering CASE DOMAIN

slug: native-mobile-developer · id: 75 · source: db · sub-role slug: android-engineer

Domain=Software Engineering → sub-role android-engineer; The JD is clearly for Android app development with Android SDK, REST/JSON, APIs, and mobile app lifecycle responsibilities, which best match Native Mobile Developer.

Matched skills

AndroidAndroid SDKRESTJSONAPIsthird-party librariesmobile development life cycle

Matched dimensions

Android application developmentMobile feature deliveryAPI integrationMobile app quality assuranceApplication performance improvementMobile architecture and lifecycle

Matched KRAs

Design & build advanced applications for the Android platformCollaborate with cross-functional teamsWork with outside data sources and APIsUnit-test code for robustnessWork on bug fixing and improving application performanceContinuously discover, evaluate, and implement new technologies

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Kmphitech LLP is looking for an Android Developer who possesses a passion for pushing mobile technologies to the limits. This Android app developer will work with our team of talented engineers, developers, and designers working together on different platforms and delivering highly innovative solutions.

Designing and developing advanced applications for the Android platform. Unit-testing code for robustness, including edge cases, usability, general reliability, bug fixing and improving application performance.

Responsibilities And Duties

• Design & build advanced applications for the Android platform
• Collaborate with cross-functional teams to define, design, and ship new features
• Work with outside data sources and APIs
• Unit-test code for robustness, including edge cases, usability, and general reliability
• Work on bug fixing and improving application performance
• Continuously discover, evaluate, and implement new technologies to maximize development efficiency
• Required Experience, Skills and Qualifications


Required Experience, Skills And Qualifications

• BE/ME/BTech/BCA/MCA degree in Computer Science, Engineering or a related subject
• Proven software development experience and Android skills development
• Required Experience: 1 to 3 year
• Proven working experience in Android app development
• Have published at least one original Android
• Experience with Android SDK
• Experience working with remote data via REST and JSON
• Experience with third-party libraries and APIs
• Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies
• Solid understanding of the full mobile development life cycle


Job Type: Full-time

Note : For Surat Candidates only

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Android Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Android id=1595 · android

Aliases — catalog

Android (CANONICAL)

Context tags (catalog)

API Level Android SDK Android Studio Firebase Gradle Java Jetpack Kotlin LiveData MVVM Material Design RecyclerView Retrofit Room XML

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Mobile Platform
Vendor: Google
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)

REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: REST id=11 · rest

Aliases — catalog

REST (CANONICAL) primary

Context tags (catalog)

API API design API versioning CRUD DELETE GET HATEOAS HTTP JSON OAuth OAuth2 OpenAPI POST PUT Postman RESTful Swagger URI Webhooks XML authentication client-server content negotiation endpoint endpoints middleware resource resource-oriented serialization stateless status codes versioning web services

Stored enrichment (catalog DB)

Category: Concept
Sub-category: Api Architecture Style
Year introduced: 2000
Confidence: 0.88
Version strategy: NOT_APPLICABLE

Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 2
Sub-category id: 2122
Extractable: True
Also category: False

Dimensions (API 2 worklist)

API Design and Contracts Catalog dimension db id 3

Library dimension (catalog)

Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer
API Interface and Contract Design Catalog dimension db id 289

Library dimension (catalog)

Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
Integration Protocols & Standards Catalog dimension db id 271

Library dimension (catalog)

Roles linked in library: Pega Developer
Standards, Protocols & Compliance Catalog dimension db id 452

Library dimension (catalog)

Roles linked in library: Engineering Manager, Sitecore Dev

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
API Design and Contracts api-design-and-contracts	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design api-interface-and-contract-design	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards integration-protocols-standards	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards, Protocols & Compliance standards-protocols-compliance	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

JSON Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: JSON id=1984 · json

Aliases — catalog

JSON (CANONICAL) primary

Context tags (catalog)

AJAX API JSON Schema JSON-LD JSONP JavaScript NoSQL REST configuration data binding data format data interchange data structure deserialization interoperability key-value pairs lightweight object notation schema serialization text-based

Stored enrichment (catalog DB)

Category: Format
Sub-category: Data Interchange Format
Confidence: 0.99
Version strategy: NOT_APPLICABLE

Maturity reasoning: JSON is a default data interchange format in APIs and web stacks; it appears in a very high volume of job descriptions and is supported by every major language/runtime.

Skill profile (library / DB)

Skill nature: STANDARD
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 4
Sub-category id: 1457
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 Interface and Contract Design Catalog dimension db id 289

Library dimension (catalog)

Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
Integration Protocols & Standards Catalog dimension db id 271

Library dimension (catalog)

Roles linked in library: Pega 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)
API Interface and Contract Design api-interface-and-contract-design	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards integration-protocols-standards	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Android SDK Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Mobile Development Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

APIs Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: APIs id=1192 · apis

Aliases — catalog

APIs (CANONICAL)

Context tags (catalog)

API Gateway Endpoint GraphQL JSON JWT Microservices OAuth Postman REST Rate Limiting SOAP Swagger Throttling Webhooks XML

Stored enrichment (catalog DB)

Category: Protocol
Sub-category: Application Programming Interfaces
Confidence: 0.93
Version strategy: NOT_APPLICABLE

Maturity reasoning: APIs are a hiring-pipeline staple across backend, mobile, and platform JDs; REST/GraphQL/API design appears in large volumes of job postings and vendor docs, indicating broad adoption.

Skill profile (library / DB)

Skill nature: PROTOCOL
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 10
Sub-category id: 902
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)

Unit Testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Unit Testing id=517 · unit-testing

Aliases — catalog

Unit Testing (CANONICAL)

Context tags (catalog)

JUnit NUnit TDD arrange-act-assert assertions code coverage fixtures mocking pytest regression stubs test cases test doubles test runner xUnit

Stored enrichment (catalog DB)

Category: Methodology
Sub-category: Testing Methodology
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.

Skill profile (library / DB)

Skill nature: METHODOLOGY
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 8
Sub-category id: 44
Extractable: True
Also category: False

Dimensions (API 2 worklist)

React Frontend Development Catalog dimension db id 96

Library dimension (catalog)

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

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
Android	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST	in_db	API Design and Contracts api-design-and-contracts	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST	in_db	API Interface and Contract Design api-interface-and-contract-design	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST	in_db	Integration Protocols & Standards integration-protocols-standards	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST	in_db	Standards, Protocols & Compliance standards-protocols-compliance	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON	in_db	API Integration and Data Fetching api-integration-and-data-fetching	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON	in_db	API Interface and Contract Design api-interface-and-contract-design	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JSON	in_db	Integration Protocols & Standards integration-protocols-standards	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
APIs	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Unit Testing	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Android SDK \| type=Mobile Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR

nano JD Parser — gpt-4.1-nano click to toggle

RoleAndroid Developer

CompanyKmphitech LLP

Experience1 to 3 year

DomainIT Services & Consulting

Location Surat, India (onsite)

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "Kmphitech LLP",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/ME/BCA/MCA - Computer Science / Engineering (or related)",
      "raw": "BE/ME/BTech/BCA/MCA degree in Computer Science, Engineering or a related subject",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 3,
    "min": 1,
    "raw": "1 to 3 year"
  },
  "job_locations": [
    {
      "aliases": [],
      "city": "Surat",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "Android Developer",
  "role_aliases": [
    "Mobile Developer",
    "Android App Developer",
    "Android Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Responsibilities And Duties",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Design \u0026 build advanced applications",
        "last_5_words": "to maximize development efficiency"
      },
      "text": "\u2022 Design \u0026 build advanced applications for the Android platform\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Work with outside data sources and APIs\n\u2022 Unit-test code for robustness, including edge cases, usability, and general reliability\n\u2022 Work on bug fixing and improving application performance\n\u2022 Continuously discover, evaluate, and implement new technologies to maximize development efficiency",
      "word_count": 56
    },
    {
      "bullet_count": 9,
      "heading": "Required Experience, Skills And Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Proven software development experience",
        "last_5_words": "full mobile development life cycle"
      },
      "text": "\u2022 Proven software development experience and Android skills development\n\u2022 Required Experience: 1 to 3 year\n\u2022 Proven working experience in Android app development\n\u2022 Have published at least one original Android\n\u2022 Experience with Android SDK\n\u2022 Experience working with remote data via REST and JSON\n\u2022 Experience with third-party libraries and APIs\n\u2022 Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies\n\u2022 Solid understanding of the full mobile development life cycle",
      "word_count": 83
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Android"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "JSON"
    },
    {
      "is_primary": true,
      "skill_name": "Android SDK"
    },
    {
      "is_primary": true,
      "skill_name": "APIs"
    },
    {
      "is_primary": true,
      "skill_name": "Unit Testing"
    }
  ],
  "jd_role": {
    "display_name": "Android Developer",
    "rationale": null,
    "role_aliases": [
      "Mobile Developer",
      "Android App Developer",
      "Android Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "Kmphitech LLP",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/ME/BCA/MCA - Computer Science / Engineering (or related)",
        "raw": "BE/ME/BTech/BCA/MCA degree in Computer Science, Engineering or a related subject",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 3,
      "min": 1,
      "raw": "1 to 3 year"
    },
    "job_locations": [
      {
        "aliases": [],
        "city": "Surat",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      }
    ],
    "role": "Android Developer",
    "role_aliases": [
      "Mobile Developer",
      "Android App Developer",
      "Android Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Responsibilities And Duties",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Design \u0026 build advanced applications",
          "last_5_words": "to maximize development efficiency"
        },
        "text": "\u2022 Design \u0026 build advanced applications for the Android platform\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Work with outside data sources and APIs\n\u2022 Unit-test code for robustness, including edge cases, usability, and general reliability\n\u2022 Work on bug fixing and improving application performance\n\u2022 Continuously discover, evaluate, and implement new technologies to maximize development efficiency",
        "word_count": 56
      },
      {
        "bullet_count": 9,
        "heading": "Required Experience, Skills And Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Proven software development experience",
          "last_5_words": "full mobile development life cycle"
        },
        "text": "\u2022 Proven software development experience and Android skills development\n\u2022 Required Experience: 1 to 3 year\n\u2022 Proven working experience in Android app development\n\u2022 Have published at least one original Android\n\u2022 Experience with Android SDK\n\u2022 Experience working with remote data via REST and JSON\n\u2022 Experience with third-party libraries and APIs\n\u2022 Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies\n\u2022 Solid understanding of the full mobile development life cycle",
        "word_count": 83
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "a50504ff-f2c5-4ffd-96ed-4e6483aa09f6",
  "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": "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 cross-functional teams to define, design, and ship new features",
            "similarity": 0.7428
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Continuously discover, evaluate, and implement new technologies to maximize development efficiency",
            "similarity": 0.4591
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Unit-test code for robustness, including edge cases, usability, and general reliability",
            "similarity": 0.4515
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5511,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Android Developer",
        "kra_matches": [
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Design \u0026 build advanced applications for the Android platform",
            "similarity": 0.5906
          },
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Proven software development experience and Android skills development",
            "similarity": 0.5135
          },
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Have published at least one original Android",
            "similarity": 0.4936
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 0.5326,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.5936
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Work on bug fixing and improving application performance",
            "similarity": 0.4948
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Unit-test code for robustness, including edge cases, usability, and general reliability",
            "similarity": 0.4939
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5274,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.5608
          },
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Work on bug fixing and improving application performance",
            "similarity": 0.4974
          },
          {
            "kra_text": "Integrates frontend views with RESTful or GraphQL backend APIs, handling async data fetching, loading states, error boundaries, and cache invalidation.",
            "sentence": "Experience working with remote data via REST and JSON",
            "similarity": 0.4464
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5015,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.576
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Continuously discover, evaluate, and implement new technologies to maximize development efficiency",
            "similarity": 0.5205
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Work on bug fixing and improving application performance",
            "similarity": 0.39
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4955,
        "slug": "devops-engineer",
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      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
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        "matched_skills": [
          "JSON",
          "REST"
        ],
        "role_id": 15,
        "score": 0.3333,
        "slug": "full-stack-engineer",
        "total_count": 6
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "JSON",
          "REST"
        ],
        "role_id": 81,
        "score": 0.3333,
        "slug": "go-backend-developer",
        "total_count": 6
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "JSON",
          "REST"
        ],
        "role_id": 24,
        "score": 0.3333,
        "slug": "pega-developer",
        "total_count": 6
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
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          "JSON",
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        ],
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        "total_count": 6
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "JSON",
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        ],
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        "slug": "node-backend-developer",
        "total_count": 6
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    ]
  },
  "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": 0.98,
      "slug": "native-mobile-developer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Android application development",
      "Mobile feature delivery",
      "API integration",
      "Mobile app quality assurance",
      "Application performance improvement",
      "Mobile architecture and lifecycle"
    ],
    "matched_kras": [
      "Design \u0026 build advanced applications for the Android platform",
      "Collaborate with cross-functional teams",
      "Work with outside data sources and APIs",
      "Unit-test code for robustness",
      "Work on bug fixing and improving application performance",
      "Continuously discover, evaluate, and implement new technologies"
    ],
    "matched_skills": [
      "Android",
      "Android SDK",
      "REST",
      "JSON",
      "APIs",
      "third-party libraries",
      "mobile development life cycle"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is clearly for Android app development with Android SDK, REST/JSON, APIs, and mobile app lifecycle responsibilities, which best match Native Mobile Developer.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": "Android Developer",
      "reasoning": "The JD is explicitly for Android development and repeatedly mentions Android app development, Android SDK, and publishing Android apps.",
      "role_id": 4,
      "slug": "android-engineer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 92,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1521,
      "r_and_r_preview": "\u2022 Design \u0026 build advanced applications for the Android platform\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Work with outside data sources and APIs\n\u2022 Unit-test",
      "role_display_name": "Native Mobile Developer",
      "role_slug": "native-mobile-developer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 20466,
        "role_display_name": "Native Mobile Developer",
        "role_slug": "native-mobile-developer",
        "skill_name": "Android SDK",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
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        "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,
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        "is_extractable": true,
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        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
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      "existing_alias_text": "JSON",
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      "matched_canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
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        "sub_category_id": 1457,
        "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": 1828,
      "existing_alias_text": "APIs",
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      "matched_canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "apis",
        "sub_category_id": 902,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 865,
      "existing_alias_text": "Unit Testing",
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      "matched_canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "unit-testing",
        "sub_category_id": 44,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
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      "matched_via": "alias"
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  ],
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      "slug": "pega-developer",
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  ],
  "chosen_role": {
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    "rationale": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is clearly for Android app development with Android SDK, REST/JSON, APIs, and mobile app lifecycle responsibilities, which best match Native Mobile Developer.",
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  "dimensions": [
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        "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.",
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      "input_skill": "Android",
      "llm_role": null,
      "roles_from_db": []
    },
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      "dimension": {
        "difficulty_hint": "well_known",
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        "rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
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}

API 3 — final-role-output

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    "rationale": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is clearly for Android app development with Android SDK, REST/JSON, APIs, and mobile app lifecycle responsibilities, which best match Native Mobile Developer.",
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  "chosen_role_resolution": "in_db",
  "final_input_skills": [
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      "skill": "Android",
      "tag": "in_db"
    },
    {
      "skill": "REST",
      "tag": "in_db"
    },
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      "skill": "JSON",
      "tag": "in_db"
    },
    {
      "skill": "Android SDK",
      "tag": "new"
    },
    {
      "skill": "APIs",
      "tag": "in_db"
    },
    {
      "skill": "Unit Testing",
      "tag": "in_db"
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  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
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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": [],
        "skill_dimension_saved": true,
        "skill_id": 1595,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
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        "dimension_id": 3,
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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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            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
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          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
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        },
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        "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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