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Pipeline run

df771a8f-fe14-4ba5-8000-1709671395fc

Pipeline LLM cost (USD)
API 1: $0.0118 API 2: $0.0000 API 3: $0.0000 Total: $0.0118

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 · Responsive UI component development
Build and ship React/TypeScript web apps and reusable UI components for energy/IoT customers, integrating with metering systems and SOAP/REST services while driving specs, code quality, reviews, and unit tests in an agile team.
"Develop web applications, and on premise solutions for Business partners in the IoT domain."
Tech stack maturity
Mainstream Modern cache hit
The skill set centers on React, TypeScript, modern testing tools (Jest, Jasmine, Karma), and web standards/APIs, which aligns with a mainstream modern frontend stack rather than legacy or bleeding-edge cloud-native tech.
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 (17)
C# React TypeScript HTML5 CSS SOAP REST MS SQL Jira Git Agile Unit Testing Jasmine Karma Jest UML Microsoft Service Fabric
Skill cluster (7 dimension groups, role-scoped)
Frontend Testing and E2E Automation
Jasmine Karma Jest
Integration Protocols & Standards
SOAP REST
C# and .NET Languages
C#
CSS Architecture and Styling
CSS
JavaScript and TypeScript
TypeScript
UI Frameworks and Rendering
React
Cross-cutting / unaligned
HTML5 MS SQL Jira Git Agile Unit Testing UML Microsoft Service Fabric
Show KRA description ↓
Drive discussions around technical concepts and specifications based on the analysis of customer processes, requirements. Develop web applications, and on premise solutions for Business partners in the IoT domain. Work in a diverse and agile team of Product owners, Project managers, Software architects, Testers and UX focal. Ensure high software code quality, perform code review, meet quality processes, achieve project timelines. Identify, design the UI and custom solution components, re-usable components. Use your skills to move the world forward! 5+ years of development/practical experience with Programming expertise in the following – React, Typescript, HTML5, CSS, Webservices Soap and Rest. Knowledge of various design and architectural patterns Orientation in UML, MS SQL, REST, Jira, Git. Experience in MS Service Fabric is an advantage Agile development of new UI screens and components Integration with existing metering infrastructure systems Creation of technical specification Unit Testing using Jasmine, Karma, JEST Framework Clear professional perspective and interest in the Energy domain Enthusiasm for continuous learning and self-development Analytical capabilities, be organized and own the application development end to end. Work and communicate well among teams, have fluency in a business environment. Customer-focused behavior, proactive action. Dynamics of start-up and stability of Siemens company International environment and projects Unique modern technologies and know-how Interesting complex use-cases Friendly team, enthusiastic about quality and innovations Make your mark in our exciting world at Siemens.

Signals

Skill full-stack-engineer
0.40
Alias backend-engineer
1.00
KRA svelte-frontend-developer
0.59

Post-classification

Centroidupdated · n=274
Alias collision log
New-role queue
New skills captured4
New KRA captured

Captured for admin review

UML Frontend Developer pending
MS SQL primary Frontend Developer pending
Jira primary Frontend Developer pending
Microsoft Service Fabric Frontend Developer pending
Status: extract_from_jd_done Created: 2026-05-27T15:12:10.029027Z Updated: 2026-06-12T16:46:26.479427Z
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

Role: Senior C# Developer

Siemens founded the new business unit Siemens Advanta (formerly known as Siemens IoT Services) on April 1, 2019 with its headquarter in Munich, Germany. It has been crafted to unlock the digital future of its clients by offering end-to-end support on their outstanding digitalization journey. Siemens Advanta is a strategic advisor and a trusted implementation partner in digital transformation and industrial IoT with a global network of more than 8000 employees in 10 countries and 21 offices. Highly skilled and authoritative specialists offer services which range from consulting to craft & prototyping to solution & implementation and operation - everything out of one hand!

What part will you play?

Drive discussions around technical concepts and specifications based on the analysis of customer processes, requirements.

Develop web applications, and on premise solutions for Business partners in the IoT domain.

Work in a diverse and agile team of Product owners, Project managers, Software architects, Testers and UX focal.

Ensure high software code quality, perform code review, meet quality processes, achieve project timelines.

Identify, design the UI and custom solution components, re-usable components.

Use your skills to move the world forward!

An engineering graduate in IT domain with 5 to 8 years of experience in design and development

5+ years of development/practical experience with Programming expertise in the following – React, Typescript, HTML5, CSS, Webservices Soap and Rest.

Knowledge of various design and architectural patterns

Orientation in UML, MS SQL, REST, Jira, Git. Experience in MS Service Fabric is an advantage

Agile development of new UI screens and components

Integration with existing metering infrastructure systems

Creation of technical specification

Unit Testing using Jasmine, Karma, JEST Framework

Clear professional perspective and interest in the Energy domain

Enthusiasm for continuous learning and self-development

Analytical capabilities, be organized and own the application development end to end.

Work and communicate well among teams, have fluency in a business environment.

Customer-focused behavior, proactive action.

Dynamics of start-up and stability of Siemens company

International environment and projects

Unique modern technologies and know-how

Interesting complex use-cases

Friendly team, enthusiastic about quality and innovations

Make your mark in our exciting world at Siemens.

This role is based in Bangalore, where you’ll get the chance to work with teams impacting entire cities, countries - and the shape of things to come.

We’re Siemens. A collection of over 379,000 minds building the future, one day at a time in over 200 countries. We're dedicated to equality, and we encourage applications that reflect the diversity of the communities we work in. All employment decisions at Siemens are based on qualifications, merit and business need. Bring your curiosity and imagination and help us shape tomorrow.

Find out more about Siemens careers at: www.siemens.com/careers

Organization: Advanta

Company: Siemens Technology and Services Private Limited

Experience Level: Experienced Professional

Job Type: Full-time

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)
React 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)
HTML5 Primary No API 2 row (run stopped after API 1 or history missing)
CSS Primary No API 2 row (run stopped after API 1 or history missing)
SOAP Primary No API 2 row (run stopped after API 1 or history missing)
REST Primary No API 2 row (run stopped after API 1 or history missing)
UML Secondary No API 2 row (run stopped after API 1 or history missing)
MS SQL Primary No API 2 row (run stopped after API 1 or history missing)
Jira 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)
Microsoft Service Fabric 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)
Unit Testing Primary No API 2 row (run stopped after API 1 or history missing)
Jasmine Primary No API 2 row (run stopped after API 1 or history missing)
Karma Primary No API 2 row (run stopped after API 1 or history missing)
Jest 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
RoleSenior C# Developer
CompanySiemens Technology and Services Private Limited
Experience5 to 8 years of experience in design and development
DomainIT Services & Consulting
Location Bangalore, India (onsite)
JD type pass
Show raw JSON
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API 1 — extract-from-jd click to toggle
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      "score": 0.92,
      "slug": "frontend-engineer",
      "total_count": null
    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Web Application Development",
      "UI Component Design",
      "Agile Team Collaboration",
      "Code Quality and Code Review",
      "Technical Specification Writing",
      "System Integration",
      "End-to-End Application Ownership",
      "Unit Testing"
    ],
    "matched_kras": [
      "Develop web applications, and on premise solutions",
      "Ensure high software code quality",
      "Perform code review",
      "Meet quality processes",
      "Achieve project timelines",
      "Identify, design the UI and custom solution components",
      "Agile development of new UI screens and components",
      "Integration with existing metering infrastructure systems",
      "Creation of technical specification",
      "Own the application development end to end"
    ],
    "matched_skills": [
      "React",
      "Typescript",
      "HTML5",
      "CSS",
      "Webservices Soap and Rest",
      "UML",
      "MS SQL",
      "REST",
      "Jira",
      "Git",
      "MS Service Fabric",
      "Jasmine",
      "Karma",
      "JEST"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role react-frontend-developer; The JD is primarily about building web/UI applications with React, TypeScript, HTML/CSS, and unit testing, which best matches a frontend developer role.",
    "sub_role": {
      "confidence": 0.98,
      "display_name": "React Frontend Developer",
      "reasoning": "The JD explicitly lists React, TypeScript, HTML5/CSS, and UI screen/component development, which strongly matches a React frontend role.",
      "role_id": 89,
      "slug": "react-frontend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 274,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": false,
        "queue_id": 13178,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "UML",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13179,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "MS SQL",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 13180,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Jira",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 13181,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Microsoft Service Fabric",
        "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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