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Pipeline run

49bc1a30-2af0-4aab-8036-e0e4089fa960

Pipeline LLM cost (USD)
API 1: $0.0129 API 2: $0.0000 API 3: $0.0000 Total: $0.0129

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 · Performance and production support
Build and maintain .NET/C# enterprise apps across MVC/WCF/Web API and SQL Server, including data models, front-end Angular/TypeScript work, and fixes for production issues. Estimate change requests, resolve application defects, and improve code quality, performance, and reliability.
"Provides problem resolution support, specific to application issues; identifies and resolves problems in application software"
Tech stack maturity
Mainstream Legacy
The stack centers on ASP.NET MVC, jQuery, Angular, Entity Framework, SQL Server, and .NET technologies that are widely used but indicate a more established, legacy-leaning enterprise web stack rather than a cloud-native or bleeding-edge one.
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 (23)
C# .NET LINQ WCF jQuery ASP.NET MVC Entity Framework SSRS SSIS Redis Kendo UI K2 Workflow SQL Server Angular TypeScript JavaScript ASP.NET Web API Object-Oriented Design Object-Oriented Programming DevOps Agile Data Modeling Data Analysis
Skill cluster (8 dimension groups, role-scoped)
Programming Languages
C# TypeScript JavaScript
Angular Component Model and Templates
Angular
CI/CD Pipeline Platforms
DevOps
Caching and State Management
Redis
ORMs and Data Access Layers
Entity Framework
Relational Database Design
SQL Server
Web UI & Integration Frameworks
jQuery
Cross-cutting / unaligned
.NET LINQ WCF ASP.NET MVC SSRS SSIS Kendo UI K2 Workflow ASP.NET Web API Object-Oriented Design Object-Oriented Programming Agile Data Modeling Data Analysis
Show KRA description ↓
As Application Developer -Microsoft.Net, you are responsible for developing solutions that excel at user experience, aesthetics, performance, reliability and scalability. Functions as developer focused on .NET,C# Demonstrate expertise in Object Oriented design and analysis Reviews and analyses change requests to determine the scope of work and estimate the level of effort for application changes. Provides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition Maintains direct knowledge of and applies all applications maintenance technical processes, procedures, and quality standards Provides the Development Lead with accurate and precise estimates for assigned task duration, along with confidence levels and foreseeable dependencies Technologies: C#.Net, LINQ, .Net Framework 4.0, WCF, Jquery, MVC 3/4/5, Entity Framework, SSRS, SSIS, Redis, KendoUI, K2 Workflow, QNxt, MS SQL Minimum 2 to 7 years’ experience in .NET, C# Experience in creating software using back-end technologies in Microsoft area: C#, .NET, WCF, Entity Framework with the knowledge of SQL Server database, Knowledge of an object programming and project patterns, Proven Architectural skills with high standards in Code quality Experience in establishing a clean and efficient devOps process. Solid end to end experience in developing enterprise grade front end applications using Angular Solid experience in Typescript and Javascript. C# proficiency and server side development experience with ASP.NET Web API. Database development with SQL Server along with Data modelling and data analysis skills You love collaborative environments that use agile methodologies to encourage creative design thinking and find innovative ways to develop with cutting edge technologies Ambitious individual who can work under their own direction towards agreed targets/goals and with creative approach to work Intuitive individual with an ability to manage change and proven time management Proven interpersonal skills while contributing to team effort by accomplishing related results as needed Up-to-date technical knowledge by attending educational workshops, reviewing publications.

Signals

Skill sitecore-dev
0.26
Alias dotnet-backend-developer
1.00
KRA angular-frontend-developer
0.52

Post-classification

Centroidupdated · n=838
Alias collision log
New-role queue
New skills captured10
New KRA captured

Captured for admin review

WCF primary Backend Developer pending
SSRS primary Backend Developer pending
SSIS primary Backend Developer pending
Kendo UI primary Backend Developer pending
K2 Workflow primary Backend Developer pending
ASP.NET Web API primary Backend Developer pending
Object-Oriented Design primary Backend Developer pending
Object-Oriented Programming primary Backend Developer pending
Data Modeling primary Backend Developer pending
Data Analysis primary Backend Developer pending
Status: extract_from_jd_done Created: 2026-05-27T15:11:09.179589Z Updated: 2026-06-12T16:45:47.438898Z
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

Introduction As an Application Developer, you will lead IBM into the future by translating system requirements into the design and development of customized systems in an agile environment. The success of IBM is in your hands as you transform vital business needs into code and drive innovation. Your work will power IBM and its clients globally, collaborating and integrating code into enterprise systems. You will have access to the latest education, tools and technology, and a limitless career path with the world’s technology leader. Come to IBM and make a global impact! Your Role and Responsibilities As Application Developer -Microsoft.Net, you are responsible for developing solutions that excel at user experience, aesthetics, performance, reliability and scalability.   Responsibilities   Functions as developer focused on .NET,C#   Demonstrate expertise in Object Oriented design and analysis   Reviews and analyses change requests to determine the scope of work and estimate the level of effort for application changes.   Provides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition   Maintains direct knowledge of and applies all applications maintenance technical processes, procedures, and quality standards   Provides the Development Lead with accurate and precise estimates for assigned task duration, along with confidence levels and foreseeable dependencies   Technologies: C#.Net, LINQ, .Net Framework 4.0, WCF, Jquery, MVC 3/4/5, Entity Framework, SSRS, SSIS, Redis, KendoUI, K2 Workflow, QNxt, MS SQL   If you thrive in a dynamic, collaborative workplace, IBM provides an environment where you will be challenged and inspired every single day. And if you relish the freedom to bring creative, thoughtful solutions to the table, there's no limit to what you can accomplish here. Required Technical and Professional Expertise Minimum 2 to 7 years’ experience in .NET, C# Experience in creating software using back-end technologies in Microsoft area: C#, .NET, WCF, Entity Framework with the knowledge of SQL Server database, Knowledge of an object programming and project patterns, Proven Architectural skills with high standards in Code quality Experience in establishing a clean and efficient devOps process.  Solid end to end experience in developing enterprise grade front end applications using Angular Solid experience in Typescript and Javascript. Preferred Technical And Professional Expertise C# proficiency and server side development experience with ASP.NET Web API. Database development with SQL Server along with Data modelling and data analysis skills You love collaborative environments that use agile methodologies to encourage creative design thinking and find innovative ways to develop with cutting edge technologies Ambitious individual who can work under their own direction towards agreed targets/goals and with creative approach to work Intuitive individual with an ability to manage change and proven time management Proven interpersonal skills while contributing to team effort by accomplishing related results as needed Up-to-date technical knowledge by attending educational workshops, reviewing publications About Business Unit IBM Services is a team of business, strategy and technology consultants that design, build, and run foundational systems and services that is the backbone of the world's economy. IBM Services partners with the world's leading companies in over 170 countries to build smarter businesses by reimagining and reinventing through technology, with its outcome-focused methodologies, industry-leading portfolio and world class research and operations expertise leading to results-driven innovation and enduring excellence. Your Life @ IBM What matters to you when you’re looking for your next career challenge? Maybe you want to get involved in work that really changes the world? What about somewhere with incredible and diverse career and development opportunities – where you can truly discover your passion? Are you looking for a culture of openness, collaboration and trust – where everyone has a voice? What about all of these? If so, then IBM could be your next career challenge. Join us, not to do something better, but to attempt things you never thought possible. Impact. Inclusion. Infinite Experiences. Do your best work ever. About IBM IBM’s greatest invention is the IBMer. We believe that progress is made through progressive thinking, progressive leadership, progressive policy and progressive action. IBMers believe that the application of intelligence, reason and science can improve business, society and the human condition. Restlessly reinventing since 1911, we are the largest technology and consulting employer in the world, with more than 380,000 IBMers serving clients in 170 countries. Location Statement For additional information about location requirements, please discuss with the recruiter following submission of your application. Being You @ IBM IBM is committed to creating a diverse environment and is proud to be an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, pregnancy, disability, age, veteran status, or other characteristics. IBM is also committed to compliance with all fair employment practices regarding citizenship and immigration status.

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 Primary No API 2 row (run stopped after API 1 or history missing)
LINQ Primary No API 2 row (run stopped after API 1 or history missing)
WCF Primary No API 2 row (run stopped after API 1 or history missing)
jQuery Primary No API 2 row (run stopped after API 1 or history missing)
ASP.NET MVC Primary No API 2 row (run stopped after API 1 or history missing)
Entity Framework Primary No API 2 row (run stopped after API 1 or history missing)
SSRS Primary No API 2 row (run stopped after API 1 or history missing)
SSIS Primary No API 2 row (run stopped after API 1 or history missing)
Redis Primary No API 2 row (run stopped after API 1 or history missing)
Kendo UI Primary No API 2 row (run stopped after API 1 or history missing)
K2 Workflow 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)
Angular 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)
JavaScript Primary No API 2 row (run stopped after API 1 or history missing)
ASP.NET Web API Primary No API 2 row (run stopped after API 1 or history missing)
Object-Oriented Design Primary No API 2 row (run stopped after API 1 or history missing)
Object-Oriented Programming 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)
Agile Primary No API 2 row (run stopped after API 1 or history missing)
Data Modeling Primary No API 2 row (run stopped after API 1 or history missing)
Data Analysis 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
RoleApplication Developer -Microsoft.Net
CompanyIBM
ExperienceMinimum 2 to 7 years’ experience in .NET, C#
DomainIT Services & Consulting
JD type pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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          {
            "kra_text": "defect troubleshooting and resolution",
            "sentence": "Provides problem resolution support, specific to application issues; identifies and resolves problems in application software, determines symptoms and ensures accurate problem definition",
            "similarity": 0.537
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Reviews and analyses change requests to determine the scope of work and estimate the level of effort for application changes.",
            "similarity": 0.5348
          },
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Demonstrate expertise in Object Oriented design and analysis",
            "similarity": 0.4127
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.4948,
        "slug": "pega-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Sitecore Dev",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "ASP.NET MVC",
          "Angular",
          "C#",
          "JavaScript",
          "TypeScript",
          "jQuery"
        ],
        "role_id": 233,
        "score": 0.2609,
        "slug": "sitecore-dev",
        "total_count": 23
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          ".NET",
          "C#",
          "Entity Framework",
          "LINQ",
          "Redis",
          "SQL Server"
        ],
        "role_id": 83,
        "score": 0.2609,
        "slug": "dotnet-backend-developer",
        "total_count": 23
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 6,
        "matched_skills": [
          "C#",
          "Entity Framework",
          "JavaScript",
          "Redis",
          "SQL Server",
          "TypeScript"
        ],
        "role_id": 1,
        "score": 0.2609,
        "slug": "backend-engineer",
        "total_count": 23
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          "Angular",
          "C#",
          "Entity Framework",
          "JavaScript",
          "TypeScript"
        ],
        "role_id": 15,
        "score": 0.2174,
        "slug": "full-stack-engineer",
        "total_count": 23
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": null,
        "matched_count": 5,
        "matched_skills": [
          "Entity Framework",
          "JavaScript",
          "Redis",
          "SQL Server",
          "TypeScript"
        ],
        "role_id": 82,
        "score": 0.2174,
        "slug": "node-backend-developer",
        "total_count": 23
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 0.98,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Application Development",
      "Object-Oriented Design",
      "Problem Resolution and Application Support",
      "Software Maintenance and Quality Standards",
      "Effort Estimation and Change Analysis",
      "Enterprise Web Application Development",
      "DevOps Process Improvement",
      "Data Modeling and Analysis"
    ],
    "matched_kras": [
      "developing solutions that excel at user experience, aesthetics, performance, reliability and scalability",
      "reviews and analyses change requests to determine the scope of work",
      "estimate the level of effort for application changes",
      "provides problem resolution support, specific to application issues",
      "identifies and resolves problems in application software",
      "maintains direct knowledge of and applies all applications maintenance technical processes",
      "provides the Development Lead with accurate and precise estimates",
      "experience in establishing a clean and efficient devOps process",
      "solid end to end experience in developing enterprise grade front end applications"
    ],
    "matched_skills": [
      "C#",
      ".NET",
      "LINQ",
      ".Net Framework 4.0",
      "WCF",
      "jQuery",
      "MVC 3/4/5",
      "Entity Framework",
      "SSRS",
      "SSIS",
      "Redis",
      "KendoUI",
      "MS SQL",
      "Angular",
      "Typescript",
      "Javascript",
      "ASP.NET Web API",
      "SQL Server"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is primarily for a .NET/C# application developer focused on server-side development, application maintenance, SQL Server, and enterprise backend technologies, which best matches Backend Developer.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": ".NET Backend Developer",
      "reasoning": "The JD is explicitly centered on Microsoft .NET, C#, ASP.NET Web API, WCF, Entity Framework, and SQL Server, which clearly matches the .NET backend specialization.",
      "role_id": 83,
      "slug": "dotnet-backend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 838,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 13044,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "WCF",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13045,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "SSRS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13046,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "SSIS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13047,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Kendo UI",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13048,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "K2 Workflow",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13049,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "ASP.NET Web API",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13050,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Object-Oriented Design",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13051,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Object-Oriented Programming",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13052,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Data Modeling",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13053,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Data Analysis",
        "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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