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Pipeline run

7e531ece-9aae-418b-9f9e-a0f4fa89a7e8

Pipeline LLM cost (USD)
API 1: $0.0081 API 2: $0.0003 API 3: $0.0000 Total: $0.0084

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · ETL / Data Engineering
Designs, builds, tests, and tunes ETL solutions in a scrum team, with a focus on StreamSets, SQL, large/multi-source data sets, and enforcing architecture/NFR standards while planning epics and stories.
"• Support ETL solution design of emergent business demand (working with product and architecture owners)"
Tech stack maturity
Mainstream Legacy
The role centers on SQL-based ETL/ELT work with general agile and Git practices, which aligns with established mainstream legacy data engineering rather than cloud-native or bleeding-edge stacks.
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)
ETL StreamSets Agile Scrum Test-Driven Development Test Automation Continuous Delivery Git TeamCity Artifactory Appium Selenium SonarQube SQL
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
ETL StreamSets Agile Scrum Test-Driven Development Test Automation Continuous Delivery Git TeamCity Artifactory Appium Selenium SonarQube SQL
Show KRA description ↓
Individual contribution to the scrum team to : • Support ETL solution design of emergent business demand (working with product and architecture owners) • Technical activity planning of epics and stories • Design, develop, and QA of those stories and outputs • Enforcement of NFRs, architectural / development standards and principles • Working with the central architecture team to ensure the holistic solution within shaping and delivery activities •Development experience in a combination of the technologies below: • 8+ years of experience in building ETL solutions and 3+ years of experience in Streamsets tools (Mandatory) • Agile (scrum) based delivery practices, test-driven development, test automation, continuous delivery, and experience with tools like git/stash, TeamCity, Artifactory, Appium, Selenium, SonarQube • Experience writing SQL code • Experience in handling large and multiple source-based data sets • Experience in Performance tuning • Experience with understanding of complex architecture. • Working experience in code debugging and testing.

Signals

Skill engineering-manager
0.21
Alias
KRA angular-frontend-developer
0.54

Post-classification

Centroidupdated · n=16
Alias collision log
New-role queue
New skills captured9
New KRA capturedyes

Captured for admin review

ETL primary ETL / ELT Developer pending
StreamSets primary ETL / ELT Developer pending
Test-Driven Development primary ETL / ELT Developer pending
Test Automation primary ETL / ELT Developer pending
Continuous Delivery primary ETL / ELT Developer pending
TeamCity primary ETL / ELT Developer pending
Artifactory primary ETL / ELT Developer pending
Selenium primary ETL / ELT Developer pending
SonarQube primary ETL / ELT Developer pending
R&R fragment (sim 0.00) ETL / ELT Developer pending

Individual contribution to the scrum team to : • Support ETL solution design of emergent business demand (working with product and architecture owners) • Technical activity planning of epics and stori…

Status: completed Created: 2026-05-27T16:51:09.642724Z Updated: 2026-05-27T16:52:45.082040Z API 3 duration: 14546 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

ETL / ELT Developer

domain · Data Engineering & Analytics CASE DOMAIN

slug: etl-elt-developer · id: 50 · source: db

Domain=Data Engineering & Analytics; The JD is centered on ETL solution design, StreamSets, SQL, testing, and delivery of ETL stories, which best matches an ETL/ELT Developer.

Matched skills

ETLStreamsetsAgile (scrum)test-driven developmenttest automationcontinuous deliverygit/stashTeamCityArtifactoryAppiumSeleniumSonarQubeSQLperformance tuningcode debugging

Matched dimensions

ETL Solution DesignAgile Scrum DeliveryTest Automation and Quality AssuranceArchitecture Standards CompliancePerformance OptimizationComplex Data Integration

Matched KRAs

Support ETL solution design of emergent business demandTechnical activity planning of epics and storiesDesign, develop, and QA of those stories and outputsEnforcement of NFRsWorking with the central architecture teamEnsure the holistic solution within shaping and delivery activitiesExperience in handling large and multiple source-based data sets

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
1
Skipped

Job description

Pl note candidate should have overall experience of 8 yrs and 3 yrs relevant experience in streamsets tools for applying for remote oppurtunity . They should be available to join in 30 days notice period
 
Project Description 
Projects are found in the most evolving area of the Investment Banking domain - Asset Management. Business is dynamic and it demands fast turnaround deliverables of a development team in a quite agile manner.
The team is aiming to work on a greenfield project using the latest technologies in microservices cloud-based architecture in order to drive business innovation.
The position offers an opportunity to scale technical skills, including certification, and to contribute own knowledge to the business growth.
Our Company supports the relocation of the best performers to other countries (EU, US) as part of DXC strategy.


Responsibilities 
Individual contribution to the scrum team to :
• Support ETL solution design of emergent business demand (working with product and architecture owners)
• Technical activity planning of epics and stories
• Design, develop, and QA of those stories and outputs
• Enforcement of NFRs, architectural / development standards and principles
• Working with the central architecture team to ensure the holistic solution within shaping and delivery activities


Mandatory Skills 
•Development experience in a combination of the technologies below:
• 8+ years of experience in building ETL solutions and 3+ years of experience in Streamsets tools (Mandatory)
• Agile (scrum) based delivery practices, test-driven development, test automation, continuous delivery, and experience with tools like git/stash, TeamCity, Artifactory, Appium, Selenium, SonarQube
• Experience writing SQL code
• Experience in handling large and multiple source-based data sets
• Experience in Performance tuning
• Experience with understanding of complex architecture.
• Working experience in code debugging and testing.


Location - Remote
Experience - 8-15 yrs

Skills from this JD

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

ETL 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
Data Engineering Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
StreamSets 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
Data Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3594
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

Agile Kanban backlog burndown chart cross-functional team daily standup definition of done increment product owner release planning retrospective scrum framework scrum master sprint story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Scrum
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3627
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Test-Driven Development Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Test‐Driven Development id=4636 · test-driven-development

Aliases — catalog

  • Test‐Driven Development (CANONICAL) primary

Context tags (catalog)

Agile BDD CI/CD TDD cycle assertions code coverage continuous integration developer testing mocking red-green-refactor refactoring test automation test cases test suites test-first unit tests

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Test Driven Development
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common hiring-pipeline expectation in software JDs; many roles explicitly ask for TDD or unit/integration testing practices, and it remains a standard Agile/XP methodology rather than a sunset technology.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3631
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Test Automation 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
Continuous Delivery 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
DevOps Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Git Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Git id=1002 · git

Aliases — catalog

  • Git (CANONICAL)

Context tags (catalog)

CI/CD GitHub GitLab branching checkout clone commit fork merging pull request rebase remote repository stash versioning

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Version Control Tool
Vendor
Linus Torvalds
License
gpl_v2
Year introduced
2005
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
730
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)
TeamCity 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
DevOps Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Artifactory 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
DevOps Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Appium Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Appium id=1062 · appium

Aliases — catalog

  • Appium (CANONICAL) primary

Context tags (catalog)

API testing Appium Desktop Appium Inspector Appium Server Cucumber JUnit Selenium TestNG UIAutomator WebDriver XCUITest automation framework continuous integration cross-platform hybrid apps mobile testing native apps test scripts

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Mobile Automation Tool
Vendor
Appium
License
apache_2
Year introduced
2012
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Appium appears in many mobile QA/test automation job postings and is a standard cross-platform choice alongside Selenium for iOS/Android automation; no vendor sunset indicates it remains actively used.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
360
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Mobile Testing Frameworks Catalog dimension db id 168

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer, Native Mobile Developer, React Native Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Mobile Testing Frameworks
mobile-testing-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Selenium 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
SonarQube 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
Monitoring Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SQL Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SQL id=101 · sql

Aliases — catalog

  • SQL (CANONICAL) primary

Context tags (catalog)

ACID CTE DDL DML ETL JOIN MySQL NoSQL OLAP ORM PostgreSQL SQL injection SQLite T-SQL data modeling data warehousing database normalization execution plan indexing joins normalization query optimization stored procedures subquery transaction isolation transaction management window functions

Stored enrichment (catalog DB)

Category
Language
Sub-category
Query Language
Vendor
ANSI
License
unknown
Year introduced
1974
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: SQL appears in a large share of data, backend, and analytics job descriptions and remains the default query language for PostgreSQL, MySQL, and cloud warehouses like Snowflake/BigQuery.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
97
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Pega Programming Languages & DSLs Catalog dimension db id 267

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Programming Languages & DSLs Catalog dimension db id 475

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

  • Programming Languages for Data Work Catalog dimension db id 21

    Library dimension (catalog)

    Roles linked in library: Data Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for Data Work
programming-languages-for-data-work
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
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Test-Driven Development new
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Git in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Appium in_db
Mobile Testing Frameworks
mobile-testing-frameworks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL in_db
Pega Programming Languages & DSLs
pega-programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL in_db
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
SQL in_db
Programming Languages for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed ETL | type=Data Engineering Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed StreamSets | type=Data Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Test Automation | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Continuous Delivery | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed TeamCity | type=DevOps Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Artifactory | type=DevOps Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Selenium | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed SonarQube | type=Monitoring Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
dimension_skill_link_proposed Test-Driven Development ↔ Software Concepts, Patterns & Practices
nano JD Parser — gpt-4.1-nano click to toggle
CompanyDXC
Experience8-15 yrs
DomainFinancial Services
Location(remote)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "Scrum",
    "Agile",
    "Git",
    "Cloud",
    "Appium",
    "SQL",
    "microservices",
    "Location",
    "debugging"
  ],
  "certifications": [],
  "company_name": "DXC",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Investment Banking",
        "Asset Management"
      ],
      "domain": "Financial Services"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": 15,
    "min": 8,
    "raw": "8-15 yrs"
  },
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": null,
      "state": null,
      "work_mode": "remote"
    }
  ],
  "role": null,
  "role_aliases": [],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 5,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Individual contribution to the scrum",
        "last_5_words": "shaping and delivery activities"
      },
      "text": "Individual contribution to the scrum team to :\n\u2022 Support ETL solution design of emergent business demand (working with product and architecture owners)\n\u2022 Technical activity planning of epics and stories\n\u2022 Design, develop, and QA of those stories and outputs\n\u2022 Enforcement of NFRs, architectural / development standards and principles\n\u2022 Working with the central architecture team to ensure the holistic solution within shaping and delivery activities",
      "word_count": 56
    },
    {
      "bullet_count": 8,
      "heading": "Mandatory Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022Development experience in a combination",
        "last_5_words": "code debugging and testing."
      },
      "text": "\u2022Development experience in a combination of the technologies below:\n\u2022 8+ years of experience in building ETL solutions and 3+ years of experience in Streamsets tools (Mandatory)\n\u2022 Agile (scrum) based delivery practices, test-driven development, test automation, continuous delivery, and experience with tools like git/stash, TeamCity, Artifactory, Appium, Selenium, SonarQube\n\u2022 Experience writing SQL code\n\u2022 Experience in handling large and multiple source-based data sets\n\u2022 Experience in Performance tuning\n\u2022 Experience with understanding of complex architecture.\n\u2022 Working experience in code debugging and testing.",
      "word_count": 92
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "ETL"
    },
    {
      "is_primary": true,
      "skill_name": "StreamSets"
    },
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "Scrum"
    },
    {
      "is_primary": true,
      "skill_name": "Test-Driven Development"
    },
    {
      "is_primary": true,
      "skill_name": "Test Automation"
    },
    {
      "is_primary": true,
      "skill_name": "Continuous Delivery"
    },
    {
      "is_primary": true,
      "skill_name": "Git"
    },
    {
      "is_primary": true,
      "skill_name": "TeamCity"
    },
    {
      "is_primary": true,
      "skill_name": "Artifactory"
    },
    {
      "is_primary": true,
      "skill_name": "Appium"
    },
    {
      "is_primary": true,
      "skill_name": "Selenium"
    },
    {
      "is_primary": true,
      "skill_name": "SonarQube"
    },
    {
      "is_primary": true,
      "skill_name": "SQL"
    }
  ],
  "jd_role": null,
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "Scrum",
      "Agile",
      "Git",
      "Cloud",
      "Appium",
      "SQL",
      "microservices",
      "Location",
      "debugging"
    ],
    "certifications": [],
    "company_name": "DXC",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Investment Banking",
          "Asset Management"
        ],
        "domain": "Financial Services"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": 15,
      "min": 8,
      "raw": "8-15 yrs"
    },
    "job_locations": [
      {
        "aliases": [],
        "city": null,
        "country": null,
        "state": null,
        "work_mode": "remote"
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    "role": null,
    "role_aliases": [],
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        "bullet_count": 5,
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}
API 2 — extract-details
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          },
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              "source": "db"
            },
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      ],
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      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
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            "source": "db"
          },
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          ]
        },
        {
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          },
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            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
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            "slug": "programming-languages-for-data-work",
            "source": "db"
          },
          "input_skill": "SQL",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Data Engineer",
              "id": 2,
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              "role_archetype": null,
              "slug": "data-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "SQL",
      "matched_via": "alias",
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      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "ETL",
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    "Test Automation",
    "Continuous Delivery",
    "TeamCity",
    "Artifactory",
    "Selenium",
    "SonarQube"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "ETL / ELT Developer",
    "id": 50,
    "rationale": "Domain=Data Engineering \u0026 Analytics; The JD is centered on ETL solution design, StreamSets, SQL, testing, and delivery of ETL stories, which best matches an ETL/ELT Developer.",
    "role_archetype": "Data",
    "slug": "etl-elt-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "ETL",
      "tag": "new"
    },
    {
      "skill": "StreamSets",
      "tag": "new"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "Scrum",
      "tag": "in_db"
    },
    {
      "skill": "Test-Driven Development",
      "tag": "in_db"
    },
    {
      "skill": "Test Automation",
      "tag": "new"
    },
    {
      "skill": "Continuous Delivery",
      "tag": "new"
    },
    {
      "skill": "Git",
      "tag": "in_db"
    },
    {
      "skill": "TeamCity",
      "tag": "new"
    },
    {
      "skill": "Artifactory",
      "tag": "new"
    },
    {
      "skill": "Appium",
      "tag": "in_db"
    },
    {
      "skill": "Selenium",
      "tag": "new"
    },
    {
      "skill": "SonarQube",
      "tag": "new"
    },
    {
      "skill": "SQL",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
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