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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"urls": []
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API 1 — extract-from-jd click to toggle
{
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"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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