← Back to history

Pipeline run

00f0603f-0669-4f57-af24-d6b8d8f2d2c0

Pipeline LLM cost (USD)
API 1: $0.0075 API 2: $0.0001 API 3: $0.0000 Total: $0.0076

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · End-to-end feature delivery
Works with architecture, product, QA, support, and central teams to design multiple products, then writes and reviews code, adds test automation, and helps deploy and operate the services in production.
""share responsibility with other team members to deploy new code to production""
Tech stack maturity
Modern Cloud Native
This role is primarily a full-stack product engineering role for modern web stacks and cloud-based delivery, with AI tooling optional rather than central.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 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 (1)
QA
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
QA
Show KRA description ↓
Responsibilities include: • Work with cross-functional team members from Architecture, Product Strategy & Development, QA (Quality Assurance), Support & Services, and other Central teams to architect and design multiple products. • Work with the team to document designs. • Implement high quality code, review code written by your peers. • Write test automation for your code. • Share responsibility with other team members to deploy new code to production. • Work with the team to operate services that you have developed.

Signals

Skill
Alias
KRA flutter-developer
0.55

Post-classification

Centroidupdated · n=165
Alias collision log
New-role queue
New skills captured1
New KRA captured

Captured for admin review

QA primary Fullstack Developer pending
Status: completed Created: 2026-05-27T14:09:40.418126Z Updated: 2026-05-27T14:10:12.623153Z API 3 duration: 4296 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

Fullstack Developer

domain · Software Engineering CASE DOMAIN

slug: full-stack-engineer · id: 15 · source: db

Domain=Software Engineering; The JD describes end-to-end product engineering work spanning design, implementation, testing, deployment, and service operations, which best fits a full-stack software engineering role.

Matched skills

code reviewtest automationdeploy new code to productionoperate servicesdocument designs

Matched dimensions

Cross-functional product engineeringSoftware design and architectureCode quality and peer reviewTest automationProduction deployment and operations

Matched KRAs

architect and design multiple productsdocument designsimplement high quality codereview code written by your peerswrite test automation for your codedeploy new code to productionoperate services that you have developed

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

Job Description

As a Senior Applications Engineer, you will be responsible for designing, building and operating applications, components and services that will range from big data technologies, distributed computing, storage replication to highly efficient data planes, to serve life science customers and advance patient care. You will have the opportunity to work on both architecturally broad and deep software systems engineering problems. You will own development of new components and features, from initial concepts through design, implementation, test, and operation. Your work will be used by some of the biggest companies in the world, impacting millions of patients in our goal to achieve better health outcomes for everyone.

The services we build will be central to the success of Oracle Health to support our customers assess market viability of new treatments, bring these treatments to market, and ensure the overall long-term wellness and safety of patients world-wide.

We offer unique opportunities for smart, hands-on Software Development Engineers with the expertise and passion to solve difficult problems in distributed, public cloud services. At every level, our Software Development Engineers have a significant technical and business impact designing and building innovative new systems to power our customer’s business critical applications.

Career Level - IC3

Responsibilities

Responsibilities include:

• Work with cross-functional team members from Architecture, Product Strategy & Development, QA (Quality Assurance), Support & Services, and other Central teams to architect and design multiple products.
• Work with the team to document designs.
• Implement high quality code, review code written by your peers.
• Write test automation for your code.
• Share responsibility with other team members to deploy new code to production.
• Work with the team to operate services that you have developed.



Qualifications:

• BS or MS degree in Computer Science, Computer Engineering or equivalent degree.
• 4+ years’ experience in the design and implementation of complex software systems.
• Proven experience with a major Object-Oriented Programming language such as Java or C++.
• Understanding of data structures and design patterns.
• Experience with RESTful Web Services or cloud platforms such as OCI, AWS, Azure or Google Cloud.
• Experience working with large data systems such as Data Lakes and Relational Databases at scale.
• Aptitude for problem solving.
• Experience with Identity systems is a plus.
• Experience with massively scalable systems is a plus.
• Experience working with healthcare systems or medical data is a plus



About Us

As a world leader in cloud solutions, Oracle uses tomorrow’s technology to tackle today’s problems. True innovation starts with diverse perspectives and various abilities and backgrounds.

When everyone’s voice is heard, we’re inspired to go beyond what’s been done before. It’s why we’re committed to expanding our inclusive workforce that promotes diverse insights and perspectives.

We’ve partnered with industry-leaders in almost every sector—and continue to thrive after 40+ years of change by operating with integrity.

Oracle careers open the door to global opportunities where work-life balance flourishes. We offer a highly competitive suite of employee benefits designed on the principles of parity and consistency. We put our people first with flexible medical, life insurance and retirement options. We also encourage employees to give back to their communities through our volunteer programs.

We’re committed to including people with disabilities at all stages of the employment process. If you require accessibility assistance or accommodation for a disability at any point, let us know by calling +1 888 404 2494, option one.

Disclaimer:

Oracle is an Equal Employment Opportunity Employer*. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, national origin, sexual orientation, gender identity, disability and protected veterans’ status, or any other characteristic protected by law. Oracle will consider for employment qualified applicants with arrest and conviction records pursuant to applicable law.

• Which includes being a United States Affirmative Action Employer

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 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
Soft Skills
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed QA | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Applications Engineer
CompanyOracle
Experience4+ years’ experience in the design and implementation of complex software systems.
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "As a world leader in",
      "last_5_words": "calling +1 888 404 2494, option one."
    },
    "text": "As a world leader in cloud solutions, Oracle uses tomorrow\u2019s technology to tackle today\u2019s problems. True innovation starts with diverse perspectives and various abilities and backgrounds.\n\nWhen everyone\u2019s voice is heard, we\u2019re inspired to go beyond what\u2019s been done before. It\u2019s why we\u2019re committed to expanding our inclusive workforce that promotes diverse insights and perspectives.\n\nWe\u2019ve partnered with industry-leaders in almost every sector\u2014and continue to thrive after 40+ years of change by operating with integrity.\n\nOracle careers open the door to global opportunities where work-life balance flourishes. We offer a highly competitive suite of employee benefits designed on the principles of parity and consistency. We put our people first with flexible medical, life insurance and retirement options. We also encourage employees to give back to their communities through our volunteer programs.\n\nWe\u2019re committed to including people with disabilities at all stages of the employment process. If you require accessibility assistance or accommodation for a disability at any point, let us know by calling +1 888 404 2494, option one.",
    "word_count": 189
  },
  "certifications": [],
  "company_name": "Oracle",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Cloud Solutions",
        "Software Development"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "BS or MS degree in Computer Science, Computer Engineering or equivalent degree.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 4,
    "raw": "4+ years\u2019 experience in the design and implementation of complex software systems."
  },
  "job_locations": [],
  "role": "Senior Applications Engineer",
  "role_aliases": [
    "Applications Engineer",
    "Software Engineer",
    "Software Development Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Responsibilities include:",
        "last_5_words": "services that you have developed."
      },
      "text": "Responsibilities include:\n\n\u2022 Work with cross-functional team members from Architecture, Product Strategy \u0026 Development, QA (Quality Assurance), Support \u0026 Services, and other Central teams to architect and design multiple products.\n\u2022 Work with the team to document designs.\n\u2022 Implement high quality code, review code written by your peers.\n\u2022 Write test automation for your code.\n\u2022 Share responsibility with other team members to deploy new code to production.\n\u2022 Work with the team to operate services that you have developed.",
      "word_count": 66
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "QA"
    }
  ],
  "jd_role": {
    "display_name": "Senior Applications Engineer",
    "rationale": null,
    "role_aliases": [
      "Applications Engineer",
      "Software Engineer",
      "Software Development Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "As a world leader in",
        "last_5_words": "calling +1 888 404 2494, option one."
      },
      "text": "As a world leader in cloud solutions, Oracle uses tomorrow\u2019s technology to tackle today\u2019s problems. True innovation starts with diverse perspectives and various abilities and backgrounds.\n\nWhen everyone\u2019s voice is heard, we\u2019re inspired to go beyond what\u2019s been done before. It\u2019s why we\u2019re committed to expanding our inclusive workforce that promotes diverse insights and perspectives.\n\nWe\u2019ve partnered with industry-leaders in almost every sector\u2014and continue to thrive after 40+ years of change by operating with integrity.\n\nOracle careers open the door to global opportunities where work-life balance flourishes. We offer a highly competitive suite of employee benefits designed on the principles of parity and consistency. We put our people first with flexible medical, life insurance and retirement options. We also encourage employees to give back to their communities through our volunteer programs.\n\nWe\u2019re committed to including people with disabilities at all stages of the employment process. If you require accessibility assistance or accommodation for a disability at any point, let us know by calling +1 888 404 2494, option one.",
      "word_count": 189
    },
    "certifications": [],
    "company_name": "Oracle",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Cloud Solutions",
          "Software Development"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "BS or MS degree in Computer Science, Computer Engineering or equivalent degree.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 4,
      "raw": "4+ years\u2019 experience in the design and implementation of complex software systems."
    },
    "job_locations": [],
    "role": "Senior Applications Engineer",
    "role_aliases": [
      "Applications Engineer",
      "Software Engineer",
      "Software Development Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Responsibilities include:",
          "last_5_words": "services that you have developed."
        },
        "text": "Responsibilities include:\n\n\u2022 Work with cross-functional team members from Architecture, Product Strategy \u0026 Development, QA (Quality Assurance), Support \u0026 Services, and other Central teams to architect and design multiple products.\n\u2022 Work with the team to document designs.\n\u2022 Implement high quality code, review code written by your peers.\n\u2022 Write test automation for your code.\n\u2022 Share responsibility with other team members to deploy new code to production.\n\u2022 Work with the team to operate services that you have developed.",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "00f0603f-0669-4f57-af24-d6b8d8f2d2c0",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work with cross-functional team members from Architecture, Product Strategy \u0026 Development, QA (Quality Assurance), Support \u0026 Services, and other Central teams to architect and design multiple products.",
            "similarity": 0.6726
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work with the team to operate services that you have developed.",
            "similarity": 0.4882
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Share responsibility with other team members to deploy new code to production.",
            "similarity": 0.4855
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5488,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Work with cross-functional team members from Architecture, Product Strategy \u0026 Development, QA (Quality Assurance), Support \u0026 Services, and other Central teams to architect and design multiple products.",
            "similarity": 0.5785
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Implement high quality code, review code written by your peers.",
            "similarity": 0.5612
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Share responsibility with other team members to deploy new code to production.",
            "similarity": 0.4537
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5311,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work with cross-functional team members from Architecture, Product Strategy \u0026 Development, QA (Quality Assurance), Support \u0026 Services, and other Central teams to architect and design multiple products.",
            "similarity": 0.6196
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "Share responsibility with other team members to deploy new code to production.",
            "similarity": 0.4743
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work with the team to operate services that you have developed.",
            "similarity": 0.4624
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5188,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Share responsibility with other team members to deploy new code to production.",
            "similarity": 0.5266
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Work with cross-functional team members from Architecture, Product Strategy \u0026 Development, QA (Quality Assurance), Support \u0026 Services, and other Central teams to architect and design multiple products.",
            "similarity": 0.4963
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Work with the team to operate services that you have developed.",
            "similarity": 0.4887
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5039,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Implement high quality code, review code written by your peers.",
            "similarity": 0.6888
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Share responsibility with other team members to deploy new code to production.",
            "similarity": 0.4558
          },
          {
            "kra_text": "integrate backend APIs",
            "sentence": "Work with the team to operate services that you have developed.",
            "similarity": 0.3631
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.5026,
        "slug": "react-native-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 0.79,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.79,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Cross-functional product engineering",
      "Software design and architecture",
      "Code quality and peer review",
      "Test automation",
      "Production deployment and operations"
    ],
    "matched_kras": [
      "architect and design multiple products",
      "document designs",
      "implement high quality code",
      "review code written by your peers",
      "write test automation for your code",
      "deploy new code to production",
      "operate services that you have developed"
    ],
    "matched_skills": [
      "code review",
      "test automation",
      "deploy new code to production",
      "operate services",
      "document designs"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD describes end-to-end product engineering work spanning design, implementation, testing, deployment, and service operations, which best fits a full-stack software engineering role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 165,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 7324,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "QA",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The JD describes end-to-end product engineering work spanning design, implementation, testing, deployment, and service operations, which best fits a full-stack software engineering role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "QA"
  ],
  "input_llm_skills": [
    "QA"
  ],
  "new_aliases_persisted": 0,
  "run_id": "00f0603f-0669-4f57-af24-d6b8d8f2d2c0",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "QA",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "PRACTICE",
          "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": "qa",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "QA"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The JD describes end-to-end product engineering work spanning design, implementation, testing, deployment, and service operations, which best fits a full-stack software engineering role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "QA",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "00f0603f-0669-4f57-af24-d6b8d8f2d2c0"
}

LLM Calls

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

Loading…