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Pipeline run

0f4cfb8c-126e-45da-a21d-6ab93e1aa990

Pipeline LLM cost (USD)
API 1: $0.0105 API 2: $0.0000 API 3: $0.0000 Total: $0.0105

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · End-to-end feature delivery
Build and maintain .NET/Angular web apps end to end: turn storyboards into working features, write reusable C#/SQL/Web API code, tune performance, fix bugs, and support CI/CD releases while reviewing code and mentoring juniors.
"Translate application storyboards and use cases into functional applications"
Tech stack maturity
Mainstream Modern
The skill set centers on established modern enterprise web and backend practices—Angular, TypeScript, .NET, CI/CD, DevOps, and SQL Server—indicating a mainstream modern stack rather than cutting-edge or legacy-only technology.
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 (26)
C# .NET Core Angular SQL Server MEAN Stack MERN Stack Azure Web Apps Azure Cognitive Services SQL Web API Visual Studio TFS VSTS Git TypeScript CI/CD DevOps Build Pipelines Release Pipelines Agile Scrum AWS Unit Testing Oracle SSIS +1
Skill cluster (5 dimension groups, role-scoped)
Programming Languages
C# TypeScript
CI/CD Pipeline Platforms
DevOps
Cloud Platforms
AWS
UI Frameworks and Rendering
Angular
Cross-cutting / unaligned
.NET Core SQL Server MEAN Stack MERN Stack Azure Web Apps Azure Cognitive Services SQL Web API Visual Studio TFS VSTS Git CI/CD Build Pipelines Release Pipelines Agile Scrum Unit Testing Oracle SSIS SSRS
Show KRA description ↓
• Translate application storyboards and use cases into functional applications • Design, build and maintain efficient, reusable and reliable code • Ensure the best possible performance, quality, and responsiveness of applications • Drive the project to achieve the milestone • Identify bottlenecks and bugs, and devise solutions to mitigate and address these issues • Understand existing application architecture and solution design • Deep understanding of data structures, algorithms, programming patterns, and solving complex problems • Experience with working with Agile methodology and scrums, and stand ups • Demonstrated history of excellent troubleshooting, analytical. and problem-solving skills • Proven track record of designing and delivering large-scale, high quality systems and software products • Strong written & oral communication skills • Lead or Mentor junior and/or mid-level developers • Review code and establish best practices • 7 + years of Experience in Microsoft Technologies (Relevant) or as full stack (MEAN, MERN) • Good experience in C#, .NET Core, Angular 6+, SQL Server • Good experience as Full Stack Developer (MEAN Stack or MERN Stack or both) • Experience in Azure Web Apps development, Cognitive services and Deployments • Knowledge on AWS (optional) • Good experience in database designing, writing complex SQL queries and performance tuning • .NET/ Web API (.NET CORE) • Visual Studio, TFS, VSTS and GIT • Modular programming in Angular 6/4+, Type Script and other front-end unit testing tools • CI/CD, DevOps, setting up and managing Build and release pipelines • Have good experience in DevOps Pipeline creations. • Good to have work experience in Oracle, SSIS, SSRS • Good to have Azure or any cloud certifications • Excellent Communication Skills • Team Player • Self-starter and highly motivated • Ability to handle high pressure and fast paced situations • Excellent presentation skills • Ability to work with globally distributed teams • A bachelor's or master's degree • A minimum of 7-11 years of experience in .NET Development. • Excellent communication skills with presentation experience preferred • Ability to drive the project and prioritize tasks into manageable work products. • Can operate independently or with minimum supervision

Signals

Skill dotnet-backend-developer
0.24
Alias full-stack-engineer
1.00
KRA angular-frontend-developer
0.60

Post-classification

Centroidupdated · n=153
Alias collision log
New-role queue
New skills captured11
New KRA captured

Captured for admin review

MEAN Stack primary Fullstack Developer pending
MERN Stack primary Fullstack Developer pending
Azure Web Apps primary Fullstack Developer pending
Azure Cognitive Services primary Fullstack Developer pending
Web API primary Fullstack Developer pending
Visual Studio primary Fullstack Developer pending
TFS primary Fullstack Developer pending
VSTS primary Fullstack Developer pending
Oracle Fullstack Developer pending
SSIS Fullstack Developer pending
SSRS Fullstack Developer pending
Status: extract_from_jd_done Created: 2026-05-27T14:07:12.935873Z Updated: 2026-05-27T14:07:16.308305Z
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

No chosen role stored for this run.

Job description

At EY, you’ll have the chance to build a career as unique as you are, with the global scale, support, inclusive culture and technology to become the best version of you. And we’re counting on your unique voice and perspective to help EY become even better, too. Join us and build an exceptional experience for yourself, and a better working world for all.

EY-DET - Dotnet Senior – Technology Consulting

As part of our GDS Consulting team, you will be part of GDS Technology Consulting team delivering to clients across regions. The client base spans across various sectors and includes collaboration with other teams within Consulting services.

The opportunity

We’re looking for resources with expertise in Microsoft Technologies to join the group of our Microsoft Technology team. This is a fantastic opportunity to be part of a leading firm whilst being instrumental in the growth of our service offering.

Your Key Responsibilities

• Translate application storyboards and use cases into functional applications
• Design, build and maintain efficient, reusable and reliable code
• Ensure the best possible performance, quality, and responsiveness of applications
• Drive the project to achieve the milestone
• Identify bottlenecks and bugs, and devise solutions to mitigate and address these issues
• Understand existing application architecture and solution design
• Deep understanding of data structures, algorithms, programming patterns, and solving complex problems
• Experience with working with Agile methodology and scrums, and stand ups
• Demonstrated history of excellent troubleshooting, analytical. and problem-solving skills 
• Proven track record of designing and delivering large-scale, high quality systems and software products
• Strong written & oral communication skills 
• Lead or Mentor junior and/or mid-level developers
• Review code and establish best practices


Skills And Attributes

• 7 + years of Experience in Microsoft Technologies (Relevant) or as full stack (MEAN, MERN)
• Good experience in C#, .NET Core, Angular 6+, SQL Server
• Good experience as Full Stack Developer (MEAN Stack or MERN Stack or both)
• Experience in Azure Web Apps development, Cognitive services and Deployments
• Knowledge on AWS (optional)
• Good experience in database designing, writing complex SQL queries and performance tuning 
• .NET/ Web API (.NET CORE)
• Visual Studio, TFS, VSTS and GIT
• Modular programming in Angular 6/4+, Type Script and other front-end unit testing tools
• CI/CD, DevOps, setting up and managing Build and release pipelines
• Have good experience in DevOps Pipeline creations.
• Good to have work experience in Oracle, SSIS, SSRS
• Good to have Azure or any cloud certifications


Soft Skills

• Excellent Communication Skills
• Team Player
• Self-starter and highly motivated
• Ability to handle high pressure and fast paced situations
• Excellent presentation skills
• Ability to work with globally distributed teams


To qualify for the role, you must have

• A bachelor's or master's degree 
• A minimum of 7-11 years of experience in .NET Development. 
• Excellent communication skills with presentation experience preferred


Ideally, you’ll also have

• Ability to drive the project and prioritize tasks into manageable work products.
• Can operate independently or with minimum supervision


What Working At EY Offers

At EY, we’re dedicated to helping our clients, from start–ups to Fortune 500 companies — and the work we do with them is as varied as they are.

You get to work with inspiring and meaningful projects. Our focus is education and coaching alongside practical experience to ensure your personal development. We value our employees and you will be able to control your own development with an individual progression plan. You will quickly grow into a responsible role with challenging and stimulating assignments. Moreover, you will be part of an interdisciplinary environment that emphasizes high quality and knowledge exchange. Plus, we offer:

• Support, coaching and feedback from some of the most engaging colleagues around
• Opportunities to develop new skills and progress your career
• The freedom and flexibility to handle your role in a way that’s right for you


EY | Building a better working world

EY exists to build a better working world, helping to create long-term value for clients, people and society and build trust in the capital markets.

Enabled by data and technology, diverse EY teams in over 150 countries provide trust through assurance and help clients grow, transform and operate.

Working across assurance, consulting, law, strategy, tax and transactions, EY teams ask better questions to find new answers for the complex issues facing our world today.

Skills from this JD

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

C# Primary No API 2 row (run stopped after API 1 or history missing)
.NET Core Primary No API 2 row (run stopped after API 1 or history missing)
Angular Primary No API 2 row (run stopped after API 1 or history missing)
SQL Server Primary No API 2 row (run stopped after API 1 or history missing)
MEAN Stack Primary No API 2 row (run stopped after API 1 or history missing)
MERN Stack Primary No API 2 row (run stopped after API 1 or history missing)
Azure Web Apps Primary No API 2 row (run stopped after API 1 or history missing)
Azure Cognitive Services Primary No API 2 row (run stopped after API 1 or history missing)
AWS Secondary No API 2 row (run stopped after API 1 or history missing)
SQL Primary No API 2 row (run stopped after API 1 or history missing)
Web API Primary No API 2 row (run stopped after API 1 or history missing)
Visual Studio Primary No API 2 row (run stopped after API 1 or history missing)
TFS Primary No API 2 row (run stopped after API 1 or history missing)
VSTS Primary No API 2 row (run stopped after API 1 or history missing)
Git Primary No API 2 row (run stopped after API 1 or history missing)
TypeScript Primary No API 2 row (run stopped after API 1 or history missing)
Unit Testing Secondary No API 2 row (run stopped after API 1 or history missing)
CI/CD Primary No API 2 row (run stopped after API 1 or history missing)
DevOps Primary No API 2 row (run stopped after API 1 or history missing)
Build Pipelines Primary No API 2 row (run stopped after API 1 or history missing)
Release Pipelines Primary No API 2 row (run stopped after API 1 or history missing)
Oracle Secondary No API 2 row (run stopped after API 1 or history missing)
SSIS Secondary No API 2 row (run stopped after API 1 or history missing)
SSRS Secondary No API 2 row (run stopped after API 1 or history missing)
Agile Primary No API 2 row (run stopped after API 1 or history missing)
Scrum Primary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleDotnet Senior – Technology Consulting
CompanyEY
ExperienceA minimum of 7-11 years of experience in .NET Development.
DomainIT Services & Consulting
JD type pass

Certifications

Azure or any cloud certifications
Show raw JSON
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API 1 — extract-from-jd click to toggle
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        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Design, build and maintain efficient, reusable and reliable code",
            "similarity": 0.6261
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Review code and establish best practices",
            "similarity": 0.6238
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of applications",
            "similarity": 0.511
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.587,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Review code and establish best practices",
            "similarity": 0.6767
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Design, build and maintain efficient, reusable and reliable code",
            "similarity": 0.5653
          },
          {
            "kra_text": "defect diagnosis and performance tuning",
            "sentence": "Good experience in database designing, writing complex SQL queries and performance tuning",
            "similarity": 0.5088
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 82,
        "score": 0.5836,
        "slug": "node-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "CI/CD, DevOps, setting up and managing Build and release pipelines",
            "similarity": 0.6226
          },
          {
            "kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
            "sentence": "Good experience in database designing, writing complex SQL queries and performance tuning",
            "similarity": 0.5719
          },
          {
            "kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of applications",
            "similarity": 0.5549
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5831,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          ".NET",
          ".NET Core",
          "C#",
          "SQL Server",
          "release pipelines"
        ],
        "role_id": 83,
        "score": 0.2381,
        "slug": "dotnet-backend-developer",
        "total_count": 21
      },
      {
        "display_name": "Sitecore Dev",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          ".NET Core",
          "Angular",
          "C#",
          "TypeScript"
        ],
        "role_id": 233,
        "score": 0.1905,
        "slug": "sitecore-dev",
        "total_count": 21
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 4,
        "matched_skills": [
          "C#",
          "SQL Server",
          "TypeScript",
          "release pipelines"
        ],
        "role_id": 1,
        "score": 0.1905,
        "slug": "backend-engineer",
        "total_count": 21
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "Angular",
          "C#",
          "TypeScript"
        ],
        "role_id": 15,
        "score": 0.1429,
        "slug": "full-stack-engineer",
        "total_count": 21
      },
      {
        "display_name": "AR/VR Engineer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "C#",
          "TypeScript",
          "build pipelines"
        ],
        "role_id": 8,
        "score": 0.1429,
        "slug": "ar-vr-engineer",
        "total_count": 21
      }
    ]
  },
  "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": 0.94,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.94,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Full-stack application development",
      "Backend API engineering",
      "Frontend Angular development",
      "Database design and SQL performance tuning",
      "Cloud application deployment",
      "CI/CD pipeline engineering",
      "Code quality and performance optimization",
      "Technical leadership and mentoring"
    ],
    "matched_kras": [
      "Translate application storyboards and use cases into functional applications",
      "Design, build and maintain efficient, reusable and reliable code",
      "Ensure the best possible performance, quality, and responsiveness",
      "Identify bottlenecks and bugs, and devise solutions",
      "Understand existing application architecture and solution design",
      "Lead or Mentor junior and/or mid-level developers",
      "Review code and establish best practices",
      "Manage Build and release pipelines"
    ],
    "matched_skills": [
      "C#",
      ".NET Core",
      "Angular 6+",
      "SQL Server",
      "Azure Web Apps",
      "Cognitive services",
      "AWS",
      "Oracle",
      "SSIS",
      "SSRS",
      "Web API",
      "Type Script",
      "CI/CD",
      "DevOps",
      "GIT"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD is centered on building and maintaining full-stack .NET/Angular applications with API, database, Azure, and DevOps responsibilities, which best matches a Fullstack Developer role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 153,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 6985,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "MEAN Stack",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6986,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "MERN Stack",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6987,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Azure Web Apps",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6988,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Azure Cognitive Services",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6989,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Web API",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6990,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Visual Studio",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6991,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "TFS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 6992,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "VSTS",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 6993,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Oracle",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 6994,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "SSIS",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 6995,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "SSRS",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{}
API 3 — final-role-output
{}

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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