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Pipeline run

5dbf9a6d-e80f-4628-aae8-52d3176b7b8e

Pipeline LLM cost (USD)
API 1: $0.0077 API 2: $0.0004 API 3: $0.0000 Total: $0.0081

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · QA Automation
Lead QA automation and performance strategy for Magnum: design the automation framework, evaluate tools, write scripts, review code, and run POCs while working hands-on across products and customer-facing demos/feedback. Also guide teams and surface technical risks early.
"Provide technical leadership to develop QA automation, Performance Agile Implementation Strategy for Magnum quality."
Tech stack maturity
Mainstream Modern
Test Automation Engineer roles commonly use established modern engineering practices like agile and code review, aligning best with a mainstream modern stack rather than legacy or bleeding-edge systems.
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 (11)
QA Automation Performance Testing Agile Test Automation Automation Framework Test Strategy Code Review Build Verification IDE Plugins Lint Proof of Concept
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
QA Automation Performance Testing Agile Test Automation Automation Framework Test Strategy Code Review Build Verification IDE Plugins Lint Proof of Concept
Show KRA description ↓
• Provide technical leadership to develop QA automation, Performance Agile Implementation Strategy for Magnum quality. • Evaluate test tools for automation including build verification and IDE plugins and lint programs. • Come up with high-level or low-level design of Automation FW that covers the test strategy. • Hands-on with products across the product portfolio, ability to participate in customer-facing activities like demos, feedback meetings etc. • Write test automation scripts following the defined internal standards. • Understand the current QA strategy, test plan, tools and technologies for existing Magnum products. • Manage and groom teams for a high-performance culture and be a champion of Swiss Re's core values. • Provide early visibility and mitigation to technical challenges through the journey. Confidently represents product and portfolio, including vision and functional and quality roadmaps, within the company and, when necessary, to strategic. • Code reviews to make sure quality code is delivered. • R&D /POCs of new age requirements.

Signals

Skill engineering-manager
0.14
Alias
KRA angular-frontend-developer
0.56

Post-classification

Centroidupdated · n=22
Alias collision log
New-role queue
New skills captured9
New KRA capturedyes

Captured for admin review

QA Automation primary Test Automation Engineer pending
Performance Testing primary Test Automation Engineer pending
Test Automation primary Test Automation Engineer pending
Build Verification Test Automation Engineer pending
IDE Plugins Test Automation Engineer pending
Lint Test Automation Engineer pending
Automation Framework primary Test Automation Engineer pending
Test Strategy primary Test Automation Engineer pending
Proof of Concept Test Automation Engineer pending
R&R fragment (sim 0.00) Test Automation Engineer pending

• Provide technical leadership to develop QA automation, Performance Agile Implementation Strategy for Magnum quality. • Evaluate test tools for automation including build verification and IDE plugins…

Status: completed Created: 2026-05-27T15:46:55.074593Z Updated: 2026-06-12T15:57:04.102567Z API 3 duration: 7735 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

Test Automation Engineer

domain · Testing & Quality CASE DOMAIN

slug: test-automation-engineer · id: 52 · source: db

Domain=Testing & Quality; The JD is centered on QA automation strategy, automation framework design, test scripts, tool evaluation, and code reviews, which best matches a Test Automation Engineer leadership role.

Matched skills

QA automationPerformance Agile Implementation Strategybuild verificationIDE pluginslint programsAutomation FWtest automation scriptsQA strategytest plancode reviewsR&DPOCs

Matched dimensions

QA Automation LeadershipTest Framework DesignTooling EvaluationQuality Strategy and Roadmap AlignmentTechnical Team LeadershipCustomer-Facing Product RepresentationCode Quality Assurance

Matched KRAs

Provide technical leadership to develop QA automationEvaluate test tools for automationCome up with high-level or low-level designWrite test automation scriptsUnderstand the current QA strategy, test plan, tools and technologiesManage and groom teams for a high-performance cultureProvide early visibility and mitigation to technical challengesCode reviews to make sure quality code is delivered

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
0
Skipped

Job description

Corporate Title: Assistant Vice President 

Division: BCT-Reinsurance Infotech & Data Office (51002867)

Department: BCTR-Chief Technology Office RE Solutions (54000462)

Recruiter: Vikas Ganesh Kollya

Hiring Manager: Arun Gotikala

Copy the below link to share this job posting with your coworkers: 

https://performancemanager12.successfactors.eu/sf/jobreq?jobId=123706&company=SwissRe

About The Team

Magnum is an automated underwriting solution built by Swiss Re and helps 70+ insurers across the globe to automate the risk assessment in their Life and Health insurance transactions. Magnum is a market-leading software for automated underwriting worldwide, recognized by The Forrester Wave™ as a leader in Automated Life Insurance Underwriting Engines. Magnum is catering to a fast-growing base of installed clients with dedicated teams across the world, from the US to Europe and Asia. Our ambition is to best serve our clients and achieve balanced growth of Magnum products.

About Role

To maintain ground-breaking propositions for Magnum and support the next wave of innovations, we are looking for a QA Lead – Product Engineering who passionate about software architecture and is driven to pursue excellence in delivering premier InsurTech solutions.

As Magnum Technical Architect you will be responsible for product design, you will be combing your design thinking techniques, engineering expertise, networking skills and business domain knowledge to ensure success of product roadmap and retain knowledge in Swiss Re

Key Responsibilities

• Provide technical leadership to develop QA automation, Performance Agile Implementation Strategy for Magnum quality.
• Evaluate test tools for automation including build verification and IDE plugins and lint programs.
• Come up with high-level or low-level design of Automation FW that covers the test strategy.
• Hands-on with products across the product portfolio, ability to participate in customer-facing activities like demos, feedback meetings etc.
• Write test automation scripts following the defined internal standards.
• Understand the current QA strategy, test plan, tools and technologies for existing Magnum products. 
• Manage and groom teams for a high-performance culture and be a champion of Swiss Re's core values.
• Provide early visibility and mitigation to technical challenges through the journey. Confidently represents product and portfolio, including vision and functional and quality roadmaps, within the company and, when necessary, to strategic.
• Code reviews to make sure quality code is delivered.
• R&D /POCs of new age requirements.


Your Qualifications

• 8+ years of experience in Software Development, Testing Automation and DevOps.
• Bachelor's degree level or equivalent in computer science or related field, Master's is a plus.
• Strong programming/QA experience and background in Enterprise Java.
• Proficient in Java/J2EE, REST, Junit/TestNG and other test automation frameworks.
• Experience with Front-end web application test automation (Selenium, Web driver, Grid, Cucumber, TestNG, Junit, JMeter, Blaze meter), REST API testing, data validation testing and integration testing.
• Experience working on UI technologies - Angular, ReactJS/DHTML, Karma, cypress, Jest, Mocha, enzyme and Jasmine
• Working experience in DevOps environment building CI/CD pipelines through Jenkins.
• Experience in Performance Testing, Penetration Testing & Security Testing
• Agile methodology, Git and JIRA.
• Hands-on experience in automation tools and frameworks (WDIO, Coded UI, SoapUI, Postman, Protractor, Rest Assured, Test Complete and Py-test).
• Strong experience with performance/scalability testing, compatibility testing
• Strong knowledge of any SQL or No-SQL databases and Queries.
• Proven record of execution of QA strategy and unification of QA process.
• Experience of designing automation solution for complex architecture covering UI, services, files and DB's.
• Must be able to work in front end and back-end QA environments.
• Experience in leading/managing automation team and providing technical solution to the automation delivery team
• Good knowledge with Azure DevOps (Repo, Pipeline, CICD), Azure Data Factory.
• Domain knowledge of underwriting process or Life insurance business is a plus


About Swiss Re

Swiss Re is one of the world’s leading providers of reinsurance, insurance and other forms of insurance-based risk transfer, working to make the world more resilient. We anticipate and manage a wide variety of risks, from natural catastrophes and climate change to cybercrime. We cover both Property & Casualty and Life & Health. Combining experience with creative thinking and cutting-edge expertise, we create new opportunities and solutions for our clients. This is possible thanks to the collaboration of more than 14,000 employees across the world.

Our success depends on our ability to build an inclusive culture encouraging fresh perspectives and innovative thinking. We embrace a workplace where everyone has equal opportunities to thrive and develop professionally regardless of their age, gender, race, ethnicity, gender identity and/or expression, sexual orientation, physical or mental ability, skillset, thought or other characteristics. In our inclusive and flexible environment everyone can bring their authentic selves to work.

Keywords

Reference Code: 123706

Skills from this JD

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

QA 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
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
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)
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
Build Verification Secondary 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
IDE Plugins Secondary 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Lint Secondary 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Automation Framework 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
Test Strategy 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
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Code Review Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Code Review id=516 · code-review

Aliases — catalog

  • Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

Stored enrichment (catalog DB)

Category
SoftSkill
Sub-category
Code Review
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
58
Sub-category id
364
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)
Proof of Concept Secondary 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
Development Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED

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)
Code Review 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 QA Automation | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Performance Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Test Automation | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Build Verification | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed IDE Plugins | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Lint | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Automation Framework | type=Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Test Strategy | type=Testing Tools subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Proof of Concept | type=Development Tools subtype=general nature=PRACTICE lifespan=SHORT_LIVED
nano JD Parser — gpt-4.1-nano click to toggle
RoleQA Lead – Product Engineering
CompanySwiss Re
Experience8+ years of experience in Software Development, Testing Automation and DevOps.
DomainInsurance
JD type pass
Show raw JSON
{
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      "last_5_words": "employees across the world."
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}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
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  "run_id": "5dbf9a6d-e80f-4628-aae8-52d3176b7b8e",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Code reviews to make sure quality code is delivered.",
            "similarity": 0.6691
          },
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            "sentence": "Provide technical leadership to develop QA automation, Performance Agile Implementation Strategy for Magnum quality.",
            "similarity": 0.5268
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Understand the current QA strategy, test plan, tools and technologies for existing Magnum products.",
            "similarity": 0.4832
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5597,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and testing support",
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        "role_id": 81,
        "score": 0.5511,
        "slug": "go-backend-developer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
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            "kra_text": "maintain code quality",
            "sentence": "Code reviews to make sure quality code is delivered.",
            "similarity": 0.717
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Evaluate test tools for automation including build verification and IDE plugins and lint programs.",
            "similarity": 0.4745
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Provide technical leadership to develop QA automation, Performance Agile Implementation Strategy for Magnum quality.",
            "similarity": 0.4103
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.534,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Code reviews to make sure quality code is delivered.",
            "similarity": 0.6691
          },
          {
            "kra_text": "automated backend checks",
            "sentence": "Evaluate test tools for automation including build verification and IDE plugins and lint programs.",
            "similarity": 0.5203
          },
          {
            "kra_text": "defect diagnosis and performance tuning",
            "sentence": "Provide technical leadership to develop QA automation, Performance Agile Implementation Strategy for Magnum quality.",
            "similarity": 0.3578
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 82,
        "score": 0.5157,
        "slug": "node-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Write backend-focused automated checks",
            "sentence": "Evaluate test tools for automation including build verification and IDE plugins and lint programs.",
            "similarity": 0.6199
          },
          {
            "kra_text": "Write backend-focused automated checks",
            "sentence": "Code reviews to make sure quality code is delivered.",
            "similarity": 0.5001
          },
          {
            "kra_text": "Write backend-focused automated checks",
            "sentence": "Come up with high-level or low-level design of Automation FW that covers the test strategy.",
            "similarity": 0.4099
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 80,
        "score": 0.51,
        "slug": "python-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Agile"
        ],
        "role_id": 121,
        "score": 0.1429,
        "slug": "engineering-manager",
        "total_count": 7
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Test Automation Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 52,
      "score": 0.93,
      "slug": "test-automation-engineer",
      "total_count": null
    },
    "confidence": 0.93,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "QA Automation Leadership",
      "Test Framework Design",
      "Tooling Evaluation",
      "Quality Strategy and Roadmap Alignment",
      "Technical Team Leadership",
      "Customer-Facing Product Representation",
      "Code Quality Assurance"
    ],
    "matched_kras": [
      "Provide technical leadership to develop QA automation",
      "Evaluate test tools for automation",
      "Come up with high-level or low-level design",
      "Write test automation scripts",
      "Understand the current QA strategy, test plan, tools and technologies",
      "Manage and groom teams for a high-performance culture",
      "Provide early visibility and mitigation to technical challenges",
      "Code reviews to make sure quality code is delivered"
    ],
    "matched_skills": [
      "QA automation",
      "Performance Agile Implementation Strategy",
      "build verification",
      "IDE plugins",
      "lint programs",
      "Automation FW",
      "test automation scripts",
      "QA strategy",
      "test plan",
      "code reviews",
      "R\u0026D",
      "POCs"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Testing \u0026 Quality; The JD is centered on QA automation strategy, automation framework design, test scripts, tool evaluation, and code reviews, which best matches a Test Automation Engineer leadership role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 22,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1163,
      "r_and_r_preview": "\u2022 Provide technical leadership to develop QA automation, Performance Agile Implementation Strategy for Magnum quality.\n\u2022 Evaluate test tools for automation including build verification and IDE plugins",
      "role_display_name": "Test Automation Engineer",
      "role_slug": "test-automation-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 16313,
        "role_display_name": "Test Automation Engineer",
        "role_slug": "test-automation-engineer",
        "skill_name": "QA Automation",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 16314,
        "role_display_name": "Test Automation Engineer",
        "role_slug": "test-automation-engineer",
        "skill_name": "Performance Testing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 16315,
        "role_display_name": "Test Automation Engineer",
        "role_slug": "test-automation-engineer",
        "skill_name": "Test Automation",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 16316,
        "role_display_name": "Test Automation Engineer",
        "role_slug": "test-automation-engineer",
        "skill_name": "Build Verification",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 16317,
        "role_display_name": "Test Automation Engineer",
        "role_slug": "test-automation-engineer",
        "skill_name": "IDE Plugins",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 16318,
        "role_display_name": "Test Automation Engineer",
        "role_slug": "test-automation-engineer",
        "skill_name": "Lint",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 16319,
        "role_display_name": "Test Automation Engineer",
        "role_slug": "test-automation-engineer",
        "skill_name": "Automation Framework",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 16320,
        "role_display_name": "Test Automation Engineer",
        "role_slug": "test-automation-engineer",
        "skill_name": "Test Strategy",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 16321,
        "role_display_name": "Test Automation Engineer",
        "role_slug": "test-automation-engineer",
        "skill_name": "Proof of Concept",
        "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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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 868,
      "existing_alias_text": "Agile",
      "input_term": "Agile",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 3594,
        "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": 864,
      "existing_alias_text": "Code Review",
      "input_term": "Code Review",
      "matched_canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Engineering Manager",
      "id": 121,
      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
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    }
  ],
  "chosen_role": {
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    "rationale": "Domain=Testing \u0026 Quality; The JD is centered on QA automation strategy, automation framework design, test scripts, tool evaluation, and code reviews, which best matches a Test Automation Engineer leadership role.",
    "role_archetype": "QA",
    "slug": "test-automation-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
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      "input_skill": "Agile",
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      "roles_from_db": []
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      "dimension": {
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        "source": "db"
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        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Code Review",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "QA Automation",
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    "Build Verification",
    "IDE Plugins",
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    "Code Review",
    "Proof of Concept"
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  "input_llm_skills": [
    "QA Automation",
    "Performance Testing",
    "Agile",
    "Test Automation",
    "Build Verification",
    "IDE Plugins",
    "Lint",
    "Automation Framework",
    "Test Strategy",
    "Code Review",
    "Proof of Concept"
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  "new_aliases_persisted": 0,
  "run_id": "5dbf9a6d-e80f-4628-aae8-52d3176b7b8e",
  "skills_detail": [
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      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "QA Automation",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
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          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
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        "relationships": null,
        "skill_id": "qa-automation",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Performance Testing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
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          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
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      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
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          "id": 868,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Agile",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
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        "typical_lifespan": "EVERGREEN",
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      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
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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.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
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            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
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              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Agile",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Test Automation",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
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        "skill_id": "test-automation",
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        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Build Verification",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
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          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
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        "skill_id": "build-verification",
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        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "IDE Plugins",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
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          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
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        "skill_id": "ide-plugins",
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        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Lint",
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      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
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          "typical_lifespan": "MULTI_YEAR",
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        },
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        "skill_id": "lint",
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      },
      "source_tag": "llm",
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    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Automation Framework",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
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          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
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        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Test Strategy",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "test-strategy",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Code Review",
          "alias_type": "CANONICAL",
          "id": 864,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Code Review",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Code Review",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Proof of Concept",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Development Tools",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "SHORT_LIVED",
          "version_strategy": "VERSIONED",
          "volatility": "FAST"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "proof-of-concept",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "QA Automation",
    "Performance Testing",
    "Test Automation",
    "Build Verification",
    "IDE Plugins",
    "Lint",
    "Automation Framework",
    "Test Strategy",
    "Proof of Concept"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Test Automation Engineer",
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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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