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Pipeline run

3cd35f99-99fb-4324-935d-f844b579bebd

Pipeline LLM cost (USD)
API 1: $0.0040 API 2: $0.0003 API 3: $0.0000 Total: $0.0044

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Test Automation / SDET
Build and maintain test automation frameworks and tools for Fire TV, covering unit, functional, performance, API, and end-to-end testing across UI, services, and device software, while improving quality and release speed.
""designing and building automation frameworks""
Tech stack maturity
Mainstream Modern
SDET work centered on API testing, distributed systems, and unit testing most commonly aligns with contemporary, widely adopted engineering stacks rather than legacy or bleeding-edge environments.
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 (14)
Amazon Fire TV Automation Frameworks Quality Assurance Operating Systems Object-Oriented Design API Unit Testing Functional Testing Performance Testing Front-end UI Web Services Distributed Systems End-to-End Testing Amazon
Skill cluster (2 dimension groups, role-scoped)
Performance and Scalability Tuning
Distributed Systems
Cross-cutting / unaligned
Amazon Fire TV Automation Frameworks Quality Assurance Operating Systems Object-Oriented Design API Unit Testing Functional Testing Performance Testing Front-end UI Web Services End-to-End Testing Amazon
Show KRA description ↓
Are you interested in shaping the future of what people watch on television? Amazon Fire TV team is looking for experienced, results-oriented Software development Engineers in Test(SDET) who are capable of designing and building automation frameworks that will help peer quality assurance engineers. As a Software Development Engineer in Test, you will engage with an experienced cross-disciplinary staff to conceive, design and develop innovative consumer products. You must be responsive, flexible and able to succeed within an open collaborative peer environment. As a Software Development Test Engineer, you will develop, execute and maintain software to test the product. You are expected to have industry-leading technical abilities that enable you to significantly improve product quality. You should have a combination of solid in-depth knowledge of Quality Assurance, solid understanding of the operating system software, as well as knowledge of object oriented design principles. The test software you will build should expose API defects in production level code as well as defects at the component and feature integration perspective. You should command the skill to communicate clearly and effectively. Candidates will need to define automation strategy, automation cases as well as design tools for unit, functional, and performance testing in a programmatic manner. In addition, you will also have the opportunity to propose improvements to our existing processes and automated tools in order to improve the team’s speed, quality and efficiency. As a Software Development Test Engineer, you will have the opportunity to work with a wide variety of technologies from front-end UI (both web and device) to back-end distributed web services to device software. You will own the design and implementation of tests that will help in end-to-end quality of major deliverables working closely with multiple engineers and teams to execute them. Scaling, reusability, and customer experience are top priorities as the business grows. This is a high visibility team where you will make a direct positive impact on customer experience and the business. If you enjoy broadening your technical skills, building a new tools, and working in an environment that thrives on creativity, experimentation, and innovation, then this is the job for you!You will have the opportunity to work with a wide variety of technologies from front-end UI (both web and device) to back-end distributed web services to device software. You will own the quality of major deliverables end-to-end, working closely with multiple engineers and teams to execute them. Scaling, latency, and customer experience are top priorities as the business grows. This is a high visibility team where you will make a direct positive impact on customer experience and the business. If you enjoy broadening your technical skills, building a new product, and working in an environment that thrives on creativity, experimentation, and innovation, then this is the job for you!

Signals

Skill full-stack-engineer
0.14
Alias sdet
1.00
KRA full-stack-engineer
0.50

Post-classification

Centroidupdated · n=5
Alias collision log
New-role queue
New skills captured11
New KRA capturedyes

Captured for admin review

Amazon Fire TV primary SDET pending
Automation Frameworks primary SDET pending
Quality Assurance primary SDET pending
Operating Systems primary SDET pending
Object-Oriented Design primary SDET pending
Functional Testing primary SDET pending
Performance Testing primary SDET pending
Front-end UI primary SDET pending
Web Services primary SDET pending
End-to-End Testing primary SDET pending
Amazon primary SDET pending
R&R fragment (sim 0.00) SDET pending

Are you interested in shaping the future of what people watch on television? Amazon Fire TV team is looking for experienced, results-oriented Software development Engineers in Test(SDET) who are capab…

Status: completed Created: 2026-05-27T13:51:01.223287Z Updated: 2026-05-27T13:52:31.935462Z API 3 duration: 10968 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

SDET

CASE A

slug: sdet · id: 66 · source: db

Exact alias hit on sdet (1.0) — no other alias at this confidence; skill_top full-stack-engineer 0.14 does not contradict

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

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
4
Skipped

Job description

Description

Amazon Fire TV team is looking for experienced, results-oriented Software development Engineers in Test(SDET) who are capable of designing and building automation frameworks that will improve time to market. As an SDET, you will engage with an experienced cross-disciplinary staff to conceive, design and develop innovative consumer products. As a Software Development Test Engineer, you will have the opportunity to work with a wide variety of technologies from front-end UI (both web and device) to back-end distributed web services to device software. You will own the design and implementation of tests that will help in end-to-end quality of major deliverables.

A day in the life

As a Software Development Test Engineer, you will develop, execute and maintain software to test the product. You are expected to have industry-leading technical abilities that enable you to significantly improve product quality. You should have a combination of solid in-depth knowledge of Quality Assurance, solid understanding of the operating system software, as well as knowledge of object oriented design principles. ill need to define automation strategy, automation cases as well as design tools for unit, functional, and performance testing in a programmatic manner.

About The Hiring Group

FTVE-SDL team owns the Quarterly system release updates that goes to all existing FireTV edition devices across all regions that include NA, EU and IN. This team owns planning, execution, certification of these quarterly releases.Automation is mandatory to certify the exponential FireTV expansion. This teams owns creating the new test cases automation, Automation stabilisation, adoption and consumption. This team also owns certify FireTV remotes.

Job responsibilities

Are you interested in shaping the future of what people watch on television? Amazon Fire TV team is looking for experienced, results-oriented Software development Engineers in Test(SDET) who are capable of designing and building automation frameworks that will help peer quality assurance engineers. As a Software Development Engineer in Test, you will engage with an experienced cross-disciplinary staff to conceive, design and develop innovative consumer products. You must be responsive, flexible and able to succeed within an open collaborative peer environment.

As a Software Development Test Engineer, you will develop, execute and maintain software to test the product. You are expected to have industry-leading technical abilities that enable you to significantly improve product quality. You should have a combination of solid in-depth knowledge of Quality Assurance, solid understanding of the operating system software, as well as knowledge of object oriented design principles. The test software you will build should expose API defects in production level code as well as defects at the component and feature integration perspective. You should command the skill to communicate clearly and effectively. Candidates will need to define automation strategy, automation cases as well as design tools for unit, functional, and performance testing in a programmatic manner. In addition, you will also have the opportunity to propose improvements to our existing processes and automated tools in order to improve the team’s speed, quality and efficiency.

As a Software Development Test Engineer, you will have the opportunity to work with a wide variety of technologies from front-end UI (both web and device) to back-end distributed web services to device software. You will own the design and implementation of tests that will help in end-to-end quality of major deliverables working closely with multiple engineers and teams to execute them. Scaling, reusability, and customer experience are top priorities as the business grows. This is a high visibility team where you will make a direct positive impact on customer experience and the business. If you enjoy broadening your technical skills, building a new tools, and working in an environment that thrives on creativity, experimentation, and innovation, then this is the job for you!You will have the opportunity to work with a wide variety of technologies from front-end UI (both web and device) to back-end distributed web services to device software. You will own the quality of major deliverables end-to-end, working closely with multiple engineers and teams to execute them. Scaling, latency, and customer experience are top priorities as the business grows. This is a high visibility team where you will make a direct positive impact on customer experience and the business. If you enjoy broadening your technical skills, building a new product, and working in an environment that thrives on creativity, experimentation, and innovation, then this is the job for you!

Quality Assurance Engineers test code at the user level, both manually and with automated tools. Our QA Engineers are not pure black box testers; they test at the appropriate level and are able to understand software internals, debug problems using log files, and write automated tests with scripts and/or user-level automated tools. QA Engineers work with Software Development Engineers, and Business Owners to understand technical implementation of features. QA Engineers will also work with groups such as Product Management, User Interaction, and Customer Support to understand customer usage models and develop test plans and suites that approximate real-world environments and regression tests and driving the software development process towards quality focused methodologies, always seeking to avoid defects or find them earlier in the process


Basic Qualifications
 Bachelor’s degree in Computer Science, Computer Engineering or similar technical field 3+ years of experience as a developer, SDET or strong Automation Engineer 2+ years of experience in development in Python, Java, C++ Proficient in Python or Java development Experience creating automation frameworks and tools to support test automation Experience with QA concepts and methodology. Experience with Computer Science fundamentals in data structures, algorithms, and complexity analysis Good Analytical skills.
Preferred Qualifications
 Master’s degree in Computer Science, Computer Engineering or similar technical field Experience with Android, iOS or other mobile application development or testing Experience working in a UNIX/Linux environment and utilizing virtual machines Knowledge of industry standard test automation tools and experience developing product test harnesses Experience working closely with development and business teams. Excellent communication, collaboration, reporting, analytical and problem solving skills Debugging/troubleshooting experience on performance and stability tools.

Company - ADCI - Tamil Nadu

Job ID: A1692292

Skills from this JD

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

Amazon Fire TV 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Automation Frameworks 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
Testing Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Quality Assurance 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
Practices
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Operating Systems 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Object-Oriented Design 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
API Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: API id=1568 · api

Aliases — catalog

  • API (CANONICAL)

Context tags (catalog)

API gateway GraphQL JSON OAuth REST SDK SOAP XML authentication endpoint microservices rate limiting throttling versioning webhooks

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Application Programming Interface
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: APIs are a core requirement in most software engineering JDs and underpin common integrations across cloud, mobile, and web stacks; major vendors like AWS, Stripe, and Google Cloud center products on API-first usage.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1174
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Integration and Data Fetching Catalog dimension db id 127

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Integration and Data Fetching
api-integration-and-data-fetching
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
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)
Functional Testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Integration testing id=56 · integration-testing

Aliases — catalog

  • Integration testing (CANONICAL) primary
  • integration testing (CANONICAL)

Context tags (catalog)

API testing CI/CD Cucumber JUnit Selenium behavior-driven development continuous integration contract testing end-to-end end-to-end testing fixtures mocking pytest quality assurance regression testing smoke testing stubs system testing test automation test cases test coverage test data test frameworks test harness test strategy test suite test-driven development

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: Integration testing is a standard QA skill in job descriptions across backend, frontend, and DevOps roles; it’s commonly paired with CI/CD and tools like Jest, Cypress, and Testcontainers.

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)

  • Testing and Defect Resolution Catalog dimension db id 262

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Testing and Quality Assurance Catalog dimension db id 12

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Testing and Defect Resolution
testing-and-defect-resolution
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Testing and Quality Assurance
testing-and-quality-assurance
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Performance Testing 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Front-end UI Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Frontend id=1663 · frontend

Aliases — catalog

  • Frontend (CANONICAL)

Context tags (catalog)

Angular Babel CSS3 Cross-Browser Compatibility HTML5 JavaScript Progressive Web Apps React Responsive Design Sass Single Page Applications TypeScript UI/UX Design Vue.js Webpack

Stored enrichment (catalog DB)

Category
Domain
Sub-category
Frontend Development
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: Frontend is a hiring-pipeline staple: job postings routinely require HTML/CSS/JavaScript plus React/Angular/Vue, and major platforms (e.g., Stack Overflow survey, GitHub repos) show sustained high usage.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
37
Sub-category id
1256
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
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Web Services 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
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Distributed Systems Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Distributed Systems id=1369 · distributed-systems

Aliases — catalog

  • Distributed Systems (CANONICAL)

Context tags (catalog)

CAP theorem Docker Swarm Kafka MapReduce Zookeeper consensus algorithms distributed databases eventual consistency fault tolerance gRPC load balancing message queues microservices replication sharding

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Distributed Systems
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common hiring requirement in backend/platform JDs at large tech firms; appears across AWS, Kafka, microservices, and systems roles, with strong GitHub/Stack Overflow activity and no sunset signal.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1035
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cloud Platforms Catalog dimension db id 20

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Cyber Security Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, ML Engineer, MLOps Engineer, Node.js Backend Developer, Python Backend Developer, Scala Backend Developer

  • Performance and Scalability Tuning Catalog dimension db id 11

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Platforms
cloud-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Performance and Scalability Tuning
performance-and-scalability-tuning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
End-to-End Testing Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: end-to-end tests id=58 · end-to-end-tests

Aliases — catalog

  • end-to-end tests (CANONICAL) primary

Context tags (catalog)

CI/CD Cypress Playwright Puppeteer Selenium TestCafe UI automation WebDriver browser automation integration tests mocking regression testing smoke tests test fixtures test harness

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: Commonly listed in QA/SDET and frontend/backend JDs; tools like Cypress, Playwright, and Selenium show strong GitHub and job-market demand for E2E testing.

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)

  • Testing and Quality Assurance Catalog dimension db id 12

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Testing and Quality Assurance
testing-and-quality-assurance
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Amazon 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
API in_db
API Integration and Data Fetching
api-integration-and-data-fetching
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)
Functional Testing new
Testing and Defect Resolution
testing-and-defect-resolution
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Functional Testing new
Testing and Quality Assurance
testing-and-quality-assurance
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Front-end UI new
React Frontend Development
d_init_01
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Distributed Systems in_db
Cloud Platforms
cloud-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Distributed Systems in_db
Performance and Scalability Tuning
performance-and-scalability-tuning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Distributed Systems in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
End-to-End Testing new
Testing and Quality Assurance
testing-and-quality-assurance
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 Amazon Fire TV | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Automation Frameworks | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Quality Assurance | type=Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Operating Systems | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Object-Oriented Design | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Performance Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Web Services | type=Concepts subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Amazon | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
dimension_skill_link_proposed Functional Testing ↔ Testing and Defect Resolution
dimension_skill_link_proposed Functional Testing ↔ Testing and Quality Assurance
dimension_skill_link_proposed Front-end UI ↔ React Frontend Development
dimension_skill_link_proposed End-to-End Testing ↔ Testing and Quality Assurance
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Development Engineer in Test (SDET)
CompanyADCI - Tamil Nadu
Experience3+ years of experience as a developer, SDET or strong Automation Engineer
DomainSoftware & SaaS Products
Location India
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "ADCI - Tamil Nadu",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Software Products"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "Bachelor\u2019s degree in Computer Science, Computer Engineering or similar technical field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 3,
    "raw": "3+ years of experience as a developer, SDET or strong Automation Engineer"
  },
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": "India",
      "state": "Tamil Nadu",
      "work_mode": null
    }
  ],
  "role": "Software Development Engineer in Test (SDET)",
  "role_aliases": [
    "SDET",
    "Software Test Engineer",
    "Automation Engineer"
  ],
  "role_archetype": "QA",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Job responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Are you interested in shaping",
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      },
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}
API 1 — extract-from-jd click to toggle
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API 2 — extract-details
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    },
    {
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        }
      ],
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        "is_also_category": false,
        "is_extractable": true,
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        "sub_category_id": 1256,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
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            "source": "db"
          },
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          "roles_from_db": []
        }
      ],
      "input_skill": "Front-end UI",
      "matched_via": "embedding_display_name",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
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      "new_alias_persisted": false,
      "new_alias_text": null,
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      },
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      "was_in_llm_skills": true
    },
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          "alias_text": "Distributed Systems",
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
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      },
      "dimensions": [
        {
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            "id": 20,
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            "source": "db"
          },
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              "slug": "cybersecurity-engineer",
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              "rationale": null,
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              "slug": "ml-engineer",
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            },
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              "display_name": "MLOps Engineer",
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              "slug": "ml-ops-engineer",
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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_via": "alias",
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      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
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          "alias_text": "end-to-end tests",
          "alias_type": "CANONICAL",
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          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
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        "is_also_category": false,
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        "typical_lifespan": "EVERGREEN",
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      },
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            },
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              "slug": "backend-engineer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
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              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "PHP Backend Developer",
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              "rationale": null,
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              "slug": "php-backend-developer",
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            },
            {
              "display_name": "Python Backend Developer",
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              "slug": "python-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Scala Backend Developer",
              "id": 87,
              "rationale": null,
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              "slug": "scala-backend-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "End-to-End Testing",
      "matched_via": "embedding_alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Amazon",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
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          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
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      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Amazon Fire TV",
    "Automation Frameworks",
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    "Operating Systems",
    "Object-Oriented Design",
    "Performance Testing",
    "Web Services",
    "Amazon"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "SDET",
    "id": 66,
    "rationale": "Exact alias hit on sdet (1.0) \u2014 no other alias at this confidence; skill_top full-stack-engineer 0.14 does not contradict",
    "role_archetype": null,
    "slug": "sdet",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Amazon Fire TV",
      "tag": "new"
    },
    {
      "skill": "Automation Frameworks",
      "tag": "new"
    },
    {
      "skill": "Quality Assurance",
      "tag": "new"
    },
    {
      "skill": "Operating Systems",
      "tag": "new"
    },
    {
      "skill": "Object-Oriented Design",
      "tag": "new"
    },
    {
      "skill": "API",
      "tag": "in_db"
    },
    {
      "skill": "Unit Testing",
      "tag": "in_db"
    },
    {
      "skill": "Functional Testing",
      "tag": "in_db"
    },
    {
      "skill": "Performance Testing",
      "tag": "new"
    },
    {
      "skill": "Front-end UI",
      "tag": "in_db"
    },
    {
      "skill": "Web Services",
      "tag": "new"
    },
    {
      "skill": "Distributed Systems",
      "tag": "in_db"
    },
    {
      "skill": "End-to-End Testing",
      "tag": "in_db"
    },
    {
      "skill": "Amazon",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 66,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Integration and Data Fetching",
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          "source": "db"
        },
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        "input_skill": "API",
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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": "Angular Frontend Developer",
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            "rationale": null,
            "role_archetype": null,
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          {
            "display_name": "Fullstack Developer",
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            "source": "db"
          },
          {
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            "rationale": null,
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            "slug": "vue-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
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            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1568,
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        "skipped_reason": null
      },
      {
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          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Unit Testing",
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        "roles_from_db": [],
        "skill_dimension_saved": true,
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        "skill_tag": "in_db",
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      },
      {
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        },
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        "matched_chosen_role": false,
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        "roles_from_db": [
          {
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        ],
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          },
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          },
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            "role_archetype": "Engineering",
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          }
        ],
        "skill_dimension_saved": false,
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          "slug": "d_init_01",
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        },
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        },
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            "source": "db"
          },
          {
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          },
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          },
          {
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            "slug": "full-stack-engineer",
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          },
          {
            "display_name": "Go Backend Developer",
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          {
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            "rationale": null,
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          },
          {
            "display_name": "Kotlin Backend Developer",
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            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
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          },
          {
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}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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