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Pipeline run

8da3b0b7-6581-4d0e-bc6a-f796cffc9f98

Pipeline LLM cost (USD)
API 1: $0.0094 API 2: $0.0005 API 3: $0.0000 Total: $0.0099

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Systems Engineering / Requirements / Architecture
Own ADAS system behavior for customer projects: turn stakeholder needs into requirements and system architecture, define data/control flows and performance, troubleshoot issues in vehicles, and support testing plus customer demos.
""Refinement of requirements and functional decomposition to functional System Architecture""
Tech stack maturity
Mainstream Legacy
The primary skills C and Python are widely used across established systems and general-purpose development, which most closely aligns with a mainstream legacy technology profile.
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 (16)
ADAS ISO 26262 Automotive SPICE DOORS Vector CANoe ADTF CAN CAN FD Ethernet MATLAB Simulink Python C++ Apex Codebeamer C
Skill cluster (3 dimension groups, role-scoped)
C# and .NET Languages
C++ C
Python Programming
Python
Cross-cutting / unaligned
ADAS ISO 26262 Automotive SPICE DOORS Vector CANoe ADTF CAN CAN FD Ethernet MATLAB Simulink Apex Codebeamer
Show KRA description ↓
• Responsible for ADAS system function in customer projects and contact person for internal and external customers. • Developing innovative and safety-critical systems and components for driver assistance systems • Understand Stakeholder requests and analyze requirement specification • Refinement of requirements and functional decomposition to functional System Architecture • Definition of the system behavior and performance in cooperation with the platform development and the customer • Analyze and define system behavior, data and control flow between platform elements and application software. • Analysis of the peripheral component properties (sensor, brakes, steering, HMI,...) on system performance • Trouble shooting of functional system behavior in development vehicles and the series production • Presentation and demonstration of system performance to customers and management • Support of testing activities, review of Test specifications and results • Systems engineering experience with experience in complex functional development. (ADAS is an advantage) • Engineering experience in a multifunctional environment (automotive is an advantage). • Experience in development Products in Automotive (SPICE, ISO26262) • Experience with requirements management tools (DOORS, Codebeamer an advantage) • Experience with Vector CANoe and ADTF software and hardware. • Experience in Hi-Speed CAN, CAN FD, Ethernet and other communication networks. • Experience in model based development (MATlab, Simulink,..) • Experience in scripting and coding in Python, C++, C an advantage. • Overall understanding of vehicle technology, system and SW architecture and functions • Knowledge of ISO26262/ISO15504/Automotive Spice an advantage • Broad technical expertise and interest • High degree of innovation and creativity • Strong mindset of continuous learning • Ability to work in a team, social competencies, target-oriented and structured way of working • High degree of self-initiative, enthusiasm for technical systems • Excellent communication skills, both written and verbal

Signals

Skill full-stack-engineer
0.15
Alias
KRA pega-developer
0.52

Post-classification

Centroidupdated · n=5
Alias collision log
New-role queue
New skills captured13
New KRA capturedyes

Captured for admin review

ADAS primary Business Analyst (Tech) pending
Apex Business Analyst (Tech) pending
ISO 26262 primary Business Analyst (Tech) pending
Automotive SPICE primary Business Analyst (Tech) pending
DOORS primary Business Analyst (Tech) pending
Codebeamer Business Analyst (Tech) pending
Vector CANoe primary Business Analyst (Tech) pending
ADTF primary Business Analyst (Tech) pending
CAN primary Business Analyst (Tech) pending
CAN FD primary Business Analyst (Tech) pending
Ethernet primary Business Analyst (Tech) pending
MATLAB primary Business Analyst (Tech) pending
Simulink primary Business Analyst (Tech) pending
R&R fragment (sim 0.00) Business Analyst (Tech) pending

• Responsible for ADAS system function in customer projects and contact person for internal and external customers. • Developing innovative and safety-critical systems and components for driver assis…

Status: completed Created: 2026-05-27T17:35:08.130497Z Updated: 2026-05-27T17:36:35.554781Z API 3 duration: 7188 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

Business Analyst (Tech)

domain · Tech-Adjacent CASE DOMAIN

slug: business-analyst-tech · id: 114 · source: db

Domain=Tech-Adjacent; The JD is centered on systems requirements analysis, functional decomposition, architecture definition, and stakeholder/customer coordination, which best matches a technical business analyst rather than a program, product, or engineering management role.

Matched skills

ADASrequirements management toolsDOORSCodebeamerVector CANoeADTFHi-Speed CANCAN FDEthernetMATlabSimulinkPythonC++CISO26262Automotive Spice

Matched dimensions

Automotive systems engineeringRequirements analysis and refinementFunctional system architectureSystem behavior definitionTest support and validationTroubleshooting in vehicle developmentCustomer-facing technical coordinationSafety-critical development

Matched KRAs

Responsible for ADAS system function in customer projectsDeveloping innovative and safety-critical systems and componentsUnderstand stakeholder requests and analyze requirement specificationRefinement of requirements and functional decompositionDefinition of the system behavior and performanceAnalyze system behavior, data and control flowTrouble shooting of functional system behaviorSupport of testing activities, review of test specifications and resultsPresentation and demonstration of system performance

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

Valeo est une entreprise mondiale de haute technologie qui conçoit des solutions révolutionnaires pour réinventer la mobilité. Nous sommes un équipementier partenaire des constructeurs automobiles et des acteurs de la nouvelle mobilité dans le monde entier. Notre vision ? Inventer une mobilité plus verte et plus sûre, grâce à des solutions axées sur la conduite intuitive et la réduction des émissions de CO2. Nous sommes leaders dans nos domaines d'activité et reconnus comme l'une des plus grandes entreprises innovantes au monde.

Objective

General

Objective for

Job Title

The System Engineer is responsible for the ADAS End-User

function in the customer series project. He handles the

functional behavior from elicitation of stakeholder requirements

till a customer satisfying performance of the ADAS function in

SOP.

Responsibility

General

Responsibility

for Job Title

• Responsible for ADAS system function in customer projects and


contact person for internal and external customers.

• Developing innovative and safety-critical systems and components for


driver assistance systems

• Understand Stakeholder requests and analyze requirement


specification

• Refinement of requirements and functional decomposition to


functional System Architecture

• Definition of the system behavior and performance in cooperation


with the platform development and the customer

• Analyze and define system behavior, data and control flow


between platform elements and application software.

• Analysis of the peripheral component properties (sensor,


brakes, steering, HMI,...) on system performance

• Trouble shooting of functional system behavior in


development vehicles and the series production

• Presentation and demonstration of system performance to customers


and management

• Support of testing activities, review of Test specifications and


results

Competence

General

Competence for

Job Title

• A relevant Technical Engineering Degree e.g. Electronic Engineering,


Automotive Engineering, Mechatronics, Computer Science, etc.

• Systems engineering experience with experience in complex functional


development. (ADAS is an advantage)

Roles & Responsibilities

Seite 2 von 2

Valid from~ Signature N~ Signature N+1~

• Engineering experience in a multifunctional environment (automotive


is an advantage).

• Experience in development Products in Automotive (SPICE, ISO26262)
• Experience with requirements management tools (DOORS,


Codebeamer an advantage)

• Experience with Vector CANoe and ADTF software and


hardware.

• Experience in Hi-Speed CAN, CAN FD, Ethernet and other


communication networks.

• Experience in model based development (MATlab, Simulink,..)
• Experience in scripting and coding in Python, C++, C an advantage.
• Overall understanding of vehicle technology, system and SW


architecture and functions

• Knowledge of ISO26262/ISO15504/Automotive Spice an advantage
• Broad technical expertise and interest
• High degree of innovation and creativity
• Strong mindset of continuous learning
• Ability to work in a team, social competencies, target-


oriented and structured way of working

• High degree of self-initiative, enthusiasm for technical systems
• Excellent communication skills, both written and verbal


Position~

R&D Engineer

Département~

Engineering Software CDA

Schedule~

Temps plein

Employee Status~

CDI

Type de contrat~

Contrat permanent

Job Posting Date~

2023-06-16

Join Us !

Being part of our team, you will join~
• one of the largest global innovative companies, with more than 20,000 engineers working in Research & Development
• a multi-cultural environment that values diversity and international collaboration
• more than 100,000 colleagues in 31 countries... which make a lot of opportunity for career growth
• a business highly committed to limiting the environmental impact if its activities and ranked by Corporate Knights as the number one company in the automotive sector in terms of sustainable development

More information on Valeo~ https~//www.valeo.com

Skills from this JD

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

ADAS 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
Automotive Technologies
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Apex Secondary 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
ISO 26262 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
Automotive Standards
Sub-category
general
Skill nature
CREDENTIAL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Automotive SPICE 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
Automotive Standards
Sub-category
general
Skill nature
CREDENTIAL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
DOORS 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
Requirement Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Codebeamer Secondary 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
Requirement Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Vector CANoe 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
Automotive Testing Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
ADTF 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
Automotive Testing Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
CAN 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
Automotive Protocols
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
CAN FD 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
Automotive Protocols
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Ethernet 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
Networking Technologies
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
MATLAB 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
Programming Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Simulink 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
Modeling Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Python Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Python id=5 · python

Aliases — catalog

  • Python (CANONICAL) primary
  • Python 2 (VERSION)
  • Python 2.x (VERSION)
  • Python 3 (VERSION)
  • Python 3.10 (VERSION)
  • Python 3.11 (VERSION)
  • Python 3.12 (VERSION)
  • Python 3.x (VERSION)
  • py (VERSION)
  • py2 (VERSION)
  • py3 (VERSION)
  • python 3 (VERSION)
  • python 3.x (VERSION)
  • python2 (VERSION)
  • python3 (VERSION)
  • python3.x (VERSION)

Context tags (catalog)

API Django FastAPI Flask Jupyter NumPy PEP 8 Pandas REST SQLAlchemy asyncio pandas pip pytest type hints venv virtualenv

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
PSF
License
mit
Year introduced
1991
Confidence
0.99
Version strategy
SEPARATE_ENTITY
Version tag
3

Maturity reasoning: Python appears in a very high volume of job descriptions across data, backend, automation, and ML roles, and remains a default hiring-pipeline language on major job boards and tech stacks.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Cloud Security Scripting & DSL Languages Catalog dimension db id 248

    Library dimension (catalog)

    Roles linked in library: Cloud Security Engineer

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer

  • Programming Languages & DSLs Catalog dimension db id 475

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

  • Programming Languages and Scripting Catalog dimension db id 59

    Library dimension (catalog)

    Roles linked in library: Cyber Security Engineer

  • Programming Languages for Data Work Catalog dimension db id 21

    Library dimension (catalog)

    Roles linked in library: Data Engineer

  • Programming Languages for ML Systems Catalog dimension db id 39

    Library dimension (catalog)

    Roles linked in library: ML Engineer, MLOps Engineer

  • Programming Languages for XR Catalog dimension db id 97

    Library dimension (catalog)

    Roles linked in library: AR/VR Engineer

  • Python Programming Catalog dimension db id 290

    Library dimension (catalog)

    Roles linked in library: Python Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages and Scripting
programming-languages-and-scripting
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for ML Systems
programming-languages-for-ml-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for XR
programming-languages-for-xr
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python Programming
python-programming
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C++ Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: C# id=4 · c

Aliases — catalog

  • C# (CANONICAL) primary
  • C (CANONICAL)
  • C# 1 (VERSION)
  • C# 10 (VERSION)
  • C# 11 (VERSION)
  • C# 12 (VERSION)
  • C# 13 (VERSION)
  • C# 14 (VERSION)
  • C# 2 (VERSION)
  • C# 3 (VERSION)
  • C# 4 (VERSION)
  • C# 5 (VERSION)
  • C# 6 (VERSION)
  • C# 7 (VERSION)
  • C# 8 (VERSION)
  • C# 9 (VERSION)
  • C# latest (VERSION)
  • C#1 (VERSION)
  • C#10 (VERSION)
  • C#11 (VERSION)
  • C#12 (VERSION)
  • C#2 (VERSION)
  • C#3 (VERSION)
  • C#4 (VERSION)
  • C#5 (VERSION)
  • C#6 (VERSION)
  • C#7 (VERSION)
  • C#8 (VERSION)
  • C#9 (VERSION)
  • C++ (CANONICAL)
  • C++03 (VERSION)
  • C++11 (VERSION)
  • C++14 (VERSION)
  • C++17 (VERSION)
  • C++20 (VERSION)
  • C++23 (VERSION)
  • C++26 (VERSION)
  • C++98 (VERSION)
  • c sharp (VERSION)
  • c# (VERSION)
  • cpp03 (VERSION)
  • cpp11 (VERSION)
  • cpp14 (VERSION)
  • cpp17 (VERSION)
  • cpp20 (VERSION)
  • cpp23 (VERSION)
  • cpp26 (VERSION)
  • cpp98 (VERSION)
  • csharp (VERSION)
  • modern C++ (VERSION)

Context tags (catalog)

.NET ASP.NET Azure Boost C# 9 C11 C99 CLR CMake Entity Framework LINQ MSBuild MVC Makefile NuGet Qt RAII Roslyn STL TDD Unity Visual Studio WPF Web API WinForms Xamarin async/await attributes buffer overflow constexpr delegates dependency injection dynamic memory events free function pointer gcc gdb header files inline interfaces linker malloc memory leak memory management move semantics multithreading operator overloading pointer pointers preprocessor segmentation fault smart pointers stdio.h stdlib.h struct syntax error templates typedef xUnit

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Microsoft
License
mit
Year introduced
2000
Confidence
0.99
Version strategy
SEPARATE_ENTITY
Version tag
latest

Maturity reasoning: C# is a mainstream hiring staple with high JD volume across .NET, Azure, and enterprise roles; Microsoft continues active platform investment in .NET, reinforcing broad adoption.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • C# and .NET Languages Catalog dimension db id 362

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer

  • Cross-Platform App Languages Catalog dimension db id 167

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer

  • Programming Languages for ML Systems Catalog dimension db id 39

    Library dimension (catalog)

    Roles linked in library: ML Engineer, MLOps Engineer

  • Programming Languages for XR Catalog dimension db id 97

    Library dimension (catalog)

    Roles linked in library: AR/VR Engineer

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Video Codec Languages and DSLs Catalog dimension db id 225

    Library dimension (catalog)

    Roles linked in library: Video Codec Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
C# and .NET Languages
c-and-net-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for ML Systems
programming-languages-for-ml-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for XR
programming-languages-for-xr
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Video Codec Languages and DSLs
video-codec-languages-and-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: C# id=4 · c

Aliases — catalog

  • C# (CANONICAL) primary
  • C (CANONICAL)
  • C# 1 (VERSION)
  • C# 10 (VERSION)
  • C# 11 (VERSION)
  • C# 12 (VERSION)
  • C# 13 (VERSION)
  • C# 14 (VERSION)
  • C# 2 (VERSION)
  • C# 3 (VERSION)
  • C# 4 (VERSION)
  • C# 5 (VERSION)
  • C# 6 (VERSION)
  • C# 7 (VERSION)
  • C# 8 (VERSION)
  • C# 9 (VERSION)
  • C# latest (VERSION)
  • C#1 (VERSION)
  • C#10 (VERSION)
  • C#11 (VERSION)
  • C#12 (VERSION)
  • C#2 (VERSION)
  • C#3 (VERSION)
  • C#4 (VERSION)
  • C#5 (VERSION)
  • C#6 (VERSION)
  • C#7 (VERSION)
  • C#8 (VERSION)
  • C#9 (VERSION)
  • C++ (CANONICAL)
  • C++03 (VERSION)
  • C++11 (VERSION)
  • C++14 (VERSION)
  • C++17 (VERSION)
  • C++20 (VERSION)
  • C++23 (VERSION)
  • C++26 (VERSION)
  • C++98 (VERSION)
  • c sharp (VERSION)
  • c# (VERSION)
  • cpp03 (VERSION)
  • cpp11 (VERSION)
  • cpp14 (VERSION)
  • cpp17 (VERSION)
  • cpp20 (VERSION)
  • cpp23 (VERSION)
  • cpp26 (VERSION)
  • cpp98 (VERSION)
  • csharp (VERSION)
  • modern C++ (VERSION)

Context tags (catalog)

.NET ASP.NET Azure Boost C# 9 C11 C99 CLR CMake Entity Framework LINQ MSBuild MVC Makefile NuGet Qt RAII Roslyn STL TDD Unity Visual Studio WPF Web API WinForms Xamarin async/await attributes buffer overflow constexpr delegates dependency injection dynamic memory events free function pointer gcc gdb header files inline interfaces linker malloc memory leak memory management move semantics multithreading operator overloading pointer pointers preprocessor segmentation fault smart pointers stdio.h stdlib.h struct syntax error templates typedef xUnit

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Microsoft
License
mit
Year introduced
2000
Confidence
0.99
Version strategy
SEPARATE_ENTITY
Version tag
latest

Maturity reasoning: C# is a mainstream hiring staple with high JD volume across .NET, Azure, and enterprise roles; Microsoft continues active platform investment in .NET, reinforcing broad adoption.

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • C# and .NET Languages Catalog dimension db id 362

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer

  • Cross-Platform App Languages Catalog dimension db id 167

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer

  • Programming Languages for ML Systems Catalog dimension db id 39

    Library dimension (catalog)

    Roles linked in library: ML Engineer, MLOps Engineer

  • Programming Languages for XR Catalog dimension db id 97

    Library dimension (catalog)

    Roles linked in library: AR/VR Engineer

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Sitecore Development Languages Catalog dimension db id 438

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Video Codec Languages and DSLs Catalog dimension db id 225

    Library dimension (catalog)

    Roles linked in library: Video Codec Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
C# and .NET Languages
c-and-net-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for ML Systems
programming-languages-for-ml-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for XR
programming-languages-for-xr
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Video Codec Languages and DSLs
video-codec-languages-and-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Python in_db
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python in_db
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python in_db
Programming Languages and Scripting
programming-languages-and-scripting
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python in_db
Programming Languages for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python in_db
Programming Languages for ML Systems
programming-languages-for-ml-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python in_db
Programming Languages for XR
programming-languages-for-xr
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python in_db
Python Programming
python-programming
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C++ in_db
C# and .NET Languages
c-and-net-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C++ in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C++ in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C++ in_db
Programming Languages for ML Systems
programming-languages-for-ml-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C++ in_db
Programming Languages for XR
programming-languages-for-xr
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C++ in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C++ in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C++ in_db
Video Codec Languages and DSLs
video-codec-languages-and-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C in_db
C# and .NET Languages
c-and-net-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C in_db
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C in_db
Programming Languages for ML Systems
programming-languages-for-ml-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C in_db
Programming Languages for XR
programming-languages-for-xr
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C in_db
Sitecore Development Languages
sitecore-development-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
C in_db
Video Codec Languages and DSLs
video-codec-languages-and-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed ADAS | type=Automotive Technologies subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Apex | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed ISO 26262 | type=Automotive Standards subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR
canonical_skill_proposed Automotive SPICE | type=Automotive Standards subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR
canonical_skill_proposed DOORS | type=Requirement Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Codebeamer | type=Requirement Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Vector CANoe | type=Automotive Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed ADTF | type=Automotive Testing Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed CAN | type=Automotive Protocols subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed CAN FD | type=Automotive Protocols subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Ethernet | type=Networking Technologies subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed MATLAB | type=Programming Languages subtype=general nature=LANGUAGE lifespan=MULTI_YEAR
canonical_skill_proposed Simulink | type=Modeling Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSystem Engineer
CompanyValeo
DomainAutomotive & Mobility
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Valeo est une entreprise mondiale",
      "last_5_words": "entreprises innovantes au monde."
    },
    "text": "Valeo est une entreprise mondiale de haute technologie qui con\u00e7oit des solutions r\u00e9volutionnaires pour r\u00e9inventer la mobilit\u00e9. Nous sommes un \u00e9quipementier partenaire des constructeurs automobiles et des acteurs de la nouvelle mobilit\u00e9 dans le monde entier. Notre vision ? Inventer une mobilit\u00e9 plus verte et plus s\u00fbre, gr\u00e2ce \u00e0 des solutions ax\u00e9es sur la conduite intuitive et la r\u00e9duction des \u00e9missions de CO2. Nous sommes leaders dans nos domaines d\u0027activit\u00e9 et reconnus comme l\u0027une des plus grandes entreprises innovantes au monde.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Valeo",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "Automotive",
        "Mobility"
      ],
      "domain": "Automotive \u0026 Mobility"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s - Electronic Engineering / Automotive Engineering / Mechatronics / Computer Science (or related)",
      "raw": "A relevant Technical Engineering Degree e.g. Electronic Engineering, Automotive Engineering, Mechatronics, Computer Science, etc.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "System Engineer",
  "role_aliases": [
    "Systems Engineer",
    "R\u0026D Engineer",
    "ADAS Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 10,
      "heading": "Responsibility",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Responsible for ADAS system",
        "last_5_words": "specifications and results"
      },
      "text": "\u2022 Responsible for ADAS system function in customer projects and contact person for internal and external customers.\n\n\u2022 Developing innovative and safety-critical systems and components for driver assistance systems\n\n\u2022 Understand Stakeholder requests and analyze requirement specification\n\n\u2022 Refinement of requirements and functional decomposition to functional System Architecture\n\n\u2022 Definition of the system behavior and performance in cooperation with the platform development and the customer\n\n\u2022 Analyze and define system behavior, data and control flow between platform elements and application software.\n\n\u2022 Analysis of the peripheral component properties (sensor, brakes, steering, HMI,...) on system performance\n\n\u2022 Trouble shooting of functional system behavior in development vehicles and the series production\n\n\u2022 Presentation and demonstration of system performance to customers and management\n\n\u2022 Support of testing activities, review of Test specifications and results",
      "word_count": 198
    },
    {
      "bullet_count": 15,
      "heading": "Competence",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Systems engineering experience with",
        "last_5_words": "written and verbal"
      },
      "text": "\u2022 Systems engineering experience with experience in complex functional development. (ADAS is an advantage)\n\n\u2022 Engineering experience in a multifunctional environment (automotive is an advantage).\n\n\u2022 Experience in development Products in Automotive (SPICE, ISO26262)\n\u2022 Experience with requirements management tools (DOORS, Codebeamer an advantage)\n\u2022 Experience with Vector CANoe and ADTF software and hardware.\n\u2022 Experience in Hi-Speed CAN, CAN FD, Ethernet and other communication networks.\n\u2022 Experience in model based development (MATlab, Simulink,..)\n\u2022 Experience in scripting and coding in Python, C++, C an advantage.\n\u2022 Overall understanding of vehicle technology, system and SW architecture and functions\n\u2022 Knowledge of ISO26262/ISO15504/Automotive Spice an advantage\n\u2022 Broad technical expertise and interest\n\u2022 High degree of innovation and creativity\n\u2022 Strong mindset of continuous learning\n\u2022 Ability to work in a team, social competencies, target-oriented and structured way of working\n\u2022 High degree of self-initiative, enthusiasm for technical systems\n\u2022 Excellent communication skills, both written and verbal",
      "word_count": 227
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "https://www.valeo.com"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "ADAS"
    },
    {
      "is_primary": false,
      "skill_name": "Apex"
    },
    {
      "is_primary": true,
      "skill_name": "ISO 26262"
    },
    {
      "is_primary": true,
      "skill_name": "Automotive SPICE"
    },
    {
      "is_primary": true,
      "skill_name": "DOORS"
    },
    {
      "is_primary": false,
      "skill_name": "Codebeamer"
    },
    {
      "is_primary": true,
      "skill_name": "Vector CANoe"
    },
    {
      "is_primary": true,
      "skill_name": "ADTF"
    },
    {
      "is_primary": true,
      "skill_name": "CAN"
    },
    {
      "is_primary": true,
      "skill_name": "CAN FD"
    },
    {
      "is_primary": true,
      "skill_name": "Ethernet"
    },
    {
      "is_primary": true,
      "skill_name": "MATLAB"
    },
    {
      "is_primary": true,
      "skill_name": "Simulink"
    },
    {
      "is_primary": true,
      "skill_name": "Python"
    },
    {
      "is_primary": true,
      "skill_name": "C++"
    },
    {
      "is_primary": false,
      "skill_name": "C"
    }
  ],
  "jd_role": {
    "display_name": "System Engineer",
    "rationale": null,
    "role_aliases": [
      "Systems Engineer",
      "R\u0026D Engineer",
      "ADAS Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Valeo est une entreprise mondiale",
        "last_5_words": "entreprises innovantes au monde."
      },
      "text": "Valeo est une entreprise mondiale de haute technologie qui con\u00e7oit des solutions r\u00e9volutionnaires pour r\u00e9inventer la mobilit\u00e9. Nous sommes un \u00e9quipementier partenaire des constructeurs automobiles et des acteurs de la nouvelle mobilit\u00e9 dans le monde entier. Notre vision ? Inventer une mobilit\u00e9 plus verte et plus s\u00fbre, gr\u00e2ce \u00e0 des solutions ax\u00e9es sur la conduite intuitive et la r\u00e9duction des \u00e9missions de CO2. Nous sommes leaders dans nos domaines d\u0027activit\u00e9 et reconnus comme l\u0027une des plus grandes entreprises innovantes au monde.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Valeo",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Automotive",
          "Mobility"
        ],
        "domain": "Automotive \u0026 Mobility"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Bachelor\u0027s - Electronic Engineering / Automotive Engineering / Mechatronics / Computer Science (or related)",
        "raw": "A relevant Technical Engineering Degree e.g. Electronic Engineering, Automotive Engineering, Mechatronics, Computer Science, etc.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "System Engineer",
    "role_aliases": [
      "Systems Engineer",
      "R\u0026D Engineer",
      "ADAS Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 10,
        "heading": "Responsibility",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Responsible for ADAS system",
          "last_5_words": "specifications and results"
        },
        "text": "\u2022 Responsible for ADAS system function in customer projects and contact person for internal and external customers.\n\n\u2022 Developing innovative and safety-critical systems and components for driver assistance systems\n\n\u2022 Understand Stakeholder requests and analyze requirement specification\n\n\u2022 Refinement of requirements and functional decomposition to functional System Architecture\n\n\u2022 Definition of the system behavior and performance in cooperation with the platform development and the customer\n\n\u2022 Analyze and define system behavior, data and control flow between platform elements and application software.\n\n\u2022 Analysis of the peripheral component properties (sensor, brakes, steering, HMI,...) on system performance\n\n\u2022 Trouble shooting of functional system behavior in development vehicles and the series production\n\n\u2022 Presentation and demonstration of system performance to customers and management\n\n\u2022 Support of testing activities, review of Test specifications and results",
        "word_count": 198
      },
      {
        "bullet_count": 15,
        "heading": "Competence",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Systems engineering experience with",
          "last_5_words": "written and verbal"
        },
        "text": "\u2022 Systems engineering experience with experience in complex functional development. (ADAS is an advantage)\n\n\u2022 Engineering experience in a multifunctional environment (automotive is an advantage).\n\n\u2022 Experience in development Products in Automotive (SPICE, ISO26262)\n\u2022 Experience with requirements management tools (DOORS, Codebeamer an advantage)\n\u2022 Experience with Vector CANoe and ADTF software and hardware.\n\u2022 Experience in Hi-Speed CAN, CAN FD, Ethernet and other communication networks.\n\u2022 Experience in model based development (MATlab, Simulink,..)\n\u2022 Experience in scripting and coding in Python, C++, C an advantage.\n\u2022 Overall understanding of vehicle technology, system and SW architecture and functions\n\u2022 Knowledge of ISO26262/ISO15504/Automotive Spice an advantage\n\u2022 Broad technical expertise and interest\n\u2022 High degree of innovation and creativity\n\u2022 Strong mindset of continuous learning\n\u2022 Ability to work in a team, social competencies, target-oriented and structured way of working\n\u2022 High degree of self-initiative, enthusiasm for technical systems\n\u2022 Excellent communication skills, both written and verbal",
        "word_count": 227
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "https://www.valeo.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "8da3b0b7-6581-4d0e-bc6a-f796cffc9f98",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "defect troubleshooting and resolution",
            "sentence": "Trouble shooting of functional system behavior in development vehicles and the series production",
            "similarity": 0.5433
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Understand Stakeholder requests and analyze requirement specification",
            "similarity": 0.528
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Analyze and define system behavior, data and control flow between platform elements and application software.",
            "similarity": 0.4984
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.5232,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and testing support",
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            "similarity": 0.5826
          },
          {
            "kra_text": "backend refactoring and modularization",
            "sentence": "Refinement of requirements and functional decomposition to functional System Architecture",
            "similarity": 0.4961
          },
          {
            "kra_text": "defect investigation and resolution",
            "sentence": "Trouble shooting of functional system behavior in development vehicles and the series production",
            "similarity": 0.4585
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.5124,
        "slug": "go-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Kotlin Backend Developer",
        "kra_matches": [
          {
            "kra_text": "production defect troubleshooting",
            "sentence": "Trouble shooting of functional system behavior in development vehicles and the series production",
            "similarity": 0.5754
          },
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            "kra_text": "performance and reliability tuning",
            "sentence": "Analysis of the peripheral component properties (sensor, brakes, steering, HMI,...) on system performance",
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          },
          {
            "kra_text": "performance and reliability tuning",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 84,
        "score": 0.5046,
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        "total_count": null
      },
      {
        "display_name": "Native Mobile Developer",
        "kra_matches": [
          {
            "kra_text": "mobile defect diagnosis and performance tuning",
            "sentence": "Trouble shooting of functional system behavior in development vehicles and the series production",
            "similarity": 0.5472
          },
          {
            "kra_text": "mobile defect diagnosis and performance tuning",
            "sentence": "Analysis of the peripheral component properties (sensor, brakes, steering, HMI,...) on system performance",
            "similarity": 0.5137
          },
          {
            "kra_text": "mobile defect diagnosis and performance tuning",
            "sentence": "Developing innovative and safety-critical systems and components for driver assistance systems",
            "similarity": 0.4339
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 75,
        "score": 0.4983,
        "slug": "native-mobile-developer",
        "total_count": null
      },
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": [
          {
            "kra_text": "defect investigation and fixes",
            "sentence": "Trouble shooting of functional system behavior in development vehicles and the series production",
            "similarity": 0.4966
          },
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Analysis of the peripheral component properties (sensor, brakes, steering, HMI,...) on system performance",
            "similarity": 0.4723
          },
          {
            "kra_text": "performance and reliability tuning",
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            "similarity": 0.4661
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 87,
        "score": 0.4783,
        "slug": "scala-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "C#",
          "Python"
        ],
        "role_id": 15,
        "score": 0.1538,
        "slug": "full-stack-engineer",
        "total_count": 13
      },
      {
        "display_name": "ML Engineer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "C#",
          "Python"
        ],
        "role_id": 3,
        "score": 0.1538,
        "slug": "ml-engineer",
        "total_count": 13
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "C#",
          "Python"
        ],
        "role_id": 1,
        "score": 0.1538,
        "slug": "backend-engineer",
        "total_count": 13
      },
      {
        "display_name": "AR/VR Engineer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "C#",
          "Python"
        ],
        "role_id": 8,
        "score": 0.1538,
        "slug": "ar-vr-engineer",
        "total_count": 13
      },
      {
        "display_name": "MLOps Engineer",
        "kra_matches": null,
        "matched_count": 2,
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          "C#",
          "Python"
        ],
        "role_id": 16,
        "score": 0.1538,
        "slug": "ml-ops-engineer",
        "total_count": 13
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Business Analyst (Tech)",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 114,
      "score": 0.77,
      "slug": "business-analyst-tech",
      "total_count": null
    },
    "confidence": 0.77,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Automotive systems engineering",
      "Requirements analysis and refinement",
      "Functional system architecture",
      "System behavior definition",
      "Test support and validation",
      "Troubleshooting in vehicle development",
      "Customer-facing technical coordination",
      "Safety-critical development"
    ],
    "matched_kras": [
      "Responsible for ADAS system function in customer projects",
      "Developing innovative and safety-critical systems and components",
      "Understand stakeholder requests and analyze requirement specification",
      "Refinement of requirements and functional decomposition",
      "Definition of the system behavior and performance",
      "Analyze system behavior, data and control flow",
      "Trouble shooting of functional system behavior",
      "Support of testing activities, review of test specifications and results",
      "Presentation and demonstration of system performance"
    ],
    "matched_skills": [
      "ADAS",
      "requirements management tools",
      "DOORS",
      "Codebeamer",
      "Vector CANoe",
      "ADTF",
      "Hi-Speed CAN",
      "CAN FD",
      "Ethernet",
      "MATlab",
      "Simulink",
      "Python",
      "C++",
      "C",
      "ISO26262",
      "Automotive Spice"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Tech-Adjacent; The JD is centered on systems requirements analysis, functional decomposition, architecture definition, and stakeholder/customer coordination, which best matches a technical business analyst rather than a program, product, or engineering management role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 5,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1835,
      "r_and_r_preview": "\u2022 Responsible for ADAS system function in customer projects and contact person for internal and external customers.\n\n\u2022 Developing innovative and safety-critical systems and components for driver assis",
      "role_display_name": "Business Analyst (Tech)",
      "role_slug": "business-analyst-tech",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 24072,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "ADAS",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 24073,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "Apex",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24074,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "ISO 26262",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24075,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "Automotive SPICE",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24076,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "DOORS",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 24077,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "Codebeamer",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24078,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "Vector CANoe",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24079,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "ADTF",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24080,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "CAN",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24081,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "CAN FD",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24082,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "Ethernet",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24083,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "MATLAB",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24085,
        "role_display_name": "Business Analyst (Tech)",
        "role_slug": "business-analyst-tech",
        "skill_name": "Simulink",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
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      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 67,
      "existing_alias_text": "Python",
      "input_term": "Python",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "Python",
        "id": 5,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "python",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 418,
      "existing_alias_text": "C++",
      "input_term": "C++",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "C#",
        "id": 4,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "c",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1609,
      "existing_alias_text": "C",
      "input_term": "C",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "C#",
        "id": 4,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "c",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
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      "id": 23,
      "rationale": null,
      "role_archetype": null,
      "slug": "cloud-security-engineer",
      "source": "db"
    },
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      "rationale": null,
      "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
      "slug": "backend-engineer",
      "source": "db"
    },
    {
      "display_name": "Fullstack Developer",
      "id": 15,
      "rationale": null,
      "role_archetype": null,
      "slug": "full-stack-engineer",
      "source": "db"
    },
    {
      "display_name": "Fullstack Developer",
      "id": 435,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "fullstack-developer",
      "source": "db"
    },
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      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    },
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      "slug": "cybersecurity-engineer",
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    },
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      "display_name": "Data Engineer",
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      "rationale": null,
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      "slug": "data-engineer",
      "source": "db"
    },
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      "slug": "ml-engineer",
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    },
    {
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      "slug": "ml-ops-engineer",
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    },
    {
      "display_name": "AR/VR Engineer",
      "id": 8,
      "rationale": null,
      "role_archetype": null,
      "slug": "ar-vr-engineer",
      "source": "db"
    },
    {
      "display_name": "Python Backend Developer",
      "id": 80,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "python-backend-developer",
      "source": "db"
    },
    {
      "display_name": ".NET Backend Developer",
      "id": 83,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "dotnet-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Hybrid Mobile Developer",
      "id": 11,
      "rationale": null,
      "role_archetype": null,
      "slug": "hybrid-mobile-developer",
      "source": "db"
    },
    {
      "display_name": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
      "source": "db"
    },
    {
      "display_name": "Video Codec Engineer",
      "id": 22,
      "rationale": null,
      "role_archetype": null,
      "slug": "video-codec-engineer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Business Analyst (Tech)",
    "id": 114,
    "rationale": "Domain=Tech-Adjacent; The JD is centered on systems requirements analysis, functional decomposition, architecture definition, and stakeholder/customer coordination, which best matches a technical business analyst rather than a program, product, or engineering management role.",
    "role_archetype": null,
    "slug": "business-analyst-tech",
    "source": "db"
  },
  "dimensions": [
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      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Cloud Security Scripting \u0026 DSL Languages",
        "id": 248,
        "rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
        "slug": "cloud-security-scripting-dsl-languages",
        "source": "db"
      },
      "input_skill": "Python",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Cloud Security Engineer",
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          "rationale": null,
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          "slug": "cloud-security-engineer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages",
        "id": 1,
        "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
        "slug": "programming-languages",
        "source": "db"
      },
      "input_skill": "Python",
      "llm_role": null,
      "roles_from_db": [
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          "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
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        },
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          "slug": "full-stack-engineer",
          "source": "db"
        },
        {
          "display_name": "Fullstack Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "fullstack-developer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages \u0026 DSLs",
        "id": 475,
        "rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
        "slug": "programming-languages-dsls",
        "source": "db"
      },
      "input_skill": "Python",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages and Scripting",
        "id": 59,
        "rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
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        "source": "db"
      },
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          "rationale": null,
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          "slug": "cybersecurity-engineer",
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        }
      ]
    },
    {
      "dimension": {
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        "display_name": "Programming Languages for Data Work",
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        "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
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        "source": "db"
      },
      "input_skill": "Python",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Data Engineer",
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          "slug": "data-engineer",
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        }
      ]
    },
    {
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        "rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
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    },
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        "rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
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        "source": "db"
      },
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      ]
    },
    {
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        "rationale": "Core Python language skills used to implement backend business logic, request handlers, integrations, and service internals. This is the primary coding surface for the role.",
        "slug": "python-programming",
        "source": "db"
      },
      "input_skill": "Python",
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      "roles_from_db": [
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      ]
    },
    {
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        "rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
        "slug": "c-and-net-languages",
        "source": "db"
      },
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      ]
    },
    {
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        "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
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        "source": "db"
      },
      "input_skill": "C++",
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      "roles_from_db": [
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    },
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    {
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      ]
    },
    {
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        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
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        "source": "db"
      },
      "input_skill": "C++",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Sitecore Development Languages",
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        "rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
        "slug": "sitecore-development-languages",
        "source": "db"
      },
      "input_skill": "C++",
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          "rationale": null,
          "role_archetype": "Engineering",
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          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Video Codec Languages and DSLs",
        "id": 225,
        "rationale": "Implementation languages and codec-specific description languages used to build compression, decoding, and transform logic. This is the primary coding surface for codec behavior and bitstream manipulation.",
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        "source": "db"
      },
      "input_skill": "C++",
      "llm_role": null,
      "roles_from_db": [
        {
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          "slug": "video-codec-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
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        "id": 362,
        "rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
        "slug": "c-and-net-languages",
        "source": "db"
      },
      "input_skill": "C",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": ".NET Backend Developer",
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        }
      ]
    },
    {
      "dimension": {
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        "display_name": "Cross-Platform App Languages",
        "id": 167,
        "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
        "slug": "cross-platform-app-languages",
        "source": "db"
      },
      "input_skill": "C",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Hybrid Mobile Developer",
          "id": 11,
          "rationale": null,
          "role_archetype": null,
          "slug": "hybrid-mobile-developer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages",
        "id": 1,
        "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
        "slug": "programming-languages",
        "source": "db"
      },
      "input_skill": "C",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Backend Developer",
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          "rationale": null,
          "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
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        },
        {
          "display_name": "Fullstack Developer",
          "id": 15,
          "rationale": null,
          "role_archetype": null,
          "slug": "full-stack-engineer",
          "source": "db"
        },
        {
          "display_name": "Fullstack Developer",
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          "alias_text": "C#3",
          "alias_type": "VERSION",
          "id": 2230,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C#4",
          "alias_type": "VERSION",
          "id": 2231,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C#5",
          "alias_type": "VERSION",
          "id": 2232,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C#6",
          "alias_type": "VERSION",
          "id": 2233,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C#7",
          "alias_type": "VERSION",
          "id": 2234,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C#8",
          "alias_type": "VERSION",
          "id": 2235,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C#9",
          "alias_type": "VERSION",
          "id": 2236,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C++",
          "alias_type": "CANONICAL",
          "id": 418,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C++03",
          "alias_type": "VERSION",
          "id": 420,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C++11",
          "alias_type": "VERSION",
          "id": 421,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C++14",
          "alias_type": "VERSION",
          "id": 422,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C++17",
          "alias_type": "VERSION",
          "id": 423,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C++20",
          "alias_type": "VERSION",
          "id": 424,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C++23",
          "alias_type": "VERSION",
          "id": 425,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C++26",
          "alias_type": "VERSION",
          "id": 426,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "C++98",
          "alias_type": "VERSION",
          "id": 427,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "c sharp",
          "alias_type": "VERSION",
          "id": 4765,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "c#",
          "alias_type": "VERSION",
          "id": 4763,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "cpp03",
          "alias_type": "VERSION",
          "id": 879,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "cpp11",
          "alias_type": "VERSION",
          "id": 880,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "cpp14",
          "alias_type": "VERSION",
          "id": 881,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "cpp17",
          "alias_type": "VERSION",
          "id": 882,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "cpp20",
          "alias_type": "VERSION",
          "id": 883,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "cpp23",
          "alias_type": "VERSION",
          "id": 884,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "cpp26",
          "alias_type": "VERSION",
          "id": 885,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "cpp98",
          "alias_type": "VERSION",
          "id": 886,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "csharp",
          "alias_type": "VERSION",
          "id": 4764,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "modern C++",
          "alias_type": "VERSION",
          "id": 428,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 6,
        "display_name": "C#",
        "id": 4,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "c",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "C# and .NET Languages",
            "id": 362,
            "rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
            "slug": "c-and-net-languages",
            "source": "db"
          },
          "input_skill": "C",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": ".NET Backend Developer",
              "id": 83,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "dotnet-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cross-Platform App Languages",
            "id": 167,
            "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
            "slug": "cross-platform-app-languages",
            "source": "db"
          },
          "input_skill": "C",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages",
            "id": 1,
            "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
            "slug": "programming-languages",
            "source": "db"
          },
          "input_skill": "C",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Backend Developer",
              "id": 1,
              "rationale": null,
              "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
              "slug": "backend-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages for ML Systems",
            "id": 39,
            "rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
            "slug": "programming-languages-for-ml-systems",
            "source": "db"
          },
          "input_skill": "C",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "ML Engineer",
              "id": 3,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-engineer",
              "source": "db"
            },
            {
              "display_name": "MLOps Engineer",
              "id": 16,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-ops-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages for XR",
            "id": 97,
            "rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
            "slug": "programming-languages-for-xr",
            "source": "db"
          },
          "input_skill": "C",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "AR/VR Engineer",
              "id": 8,
              "rationale": null,
              "role_archetype": null,
              "slug": "ar-vr-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "C",
          "llm_role": null,
          "roles_from_db": []
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Sitecore Development Languages",
            "id": 438,
            "rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
            "slug": "sitecore-development-languages",
            "source": "db"
          },
          "input_skill": "C",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Video Codec Languages and DSLs",
            "id": 225,
            "rationale": "Implementation languages and codec-specific description languages used to build compression, decoding, and transform logic. This is the primary coding surface for codec behavior and bitstream manipulation.",
            "slug": "video-codec-languages-and-dsls",
            "source": "db"
          },
          "input_skill": "C",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Video Codec Engineer",
              "id": 22,
              "rationale": null,
              "role_archetype": null,
              "slug": "video-codec-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "C",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "ADAS",
    "Apex",
    "ISO 26262",
    "Automotive SPICE",
    "DOORS",
    "Codebeamer",
    "Vector CANoe",
    "ADTF",
    "CAN",
    "CAN FD",
    "Ethernet",
    "MATLAB",
    "Simulink"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Business Analyst (Tech)",
    "id": 114,
    "rationale": "Domain=Tech-Adjacent; The JD is centered on systems requirements analysis, functional decomposition, architecture definition, and stakeholder/customer coordination, which best matches a technical business analyst rather than a program, product, or engineering management role.",
    "role_archetype": null,
    "slug": "business-analyst-tech",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "ADAS",
      "tag": "new"
    },
    {
      "skill": "Apex",
      "tag": "new"
    },
    {
      "skill": "ISO 26262",
      "tag": "new"
    },
    {
      "skill": "Automotive SPICE",
      "tag": "new"
    },
    {
      "skill": "DOORS",
      "tag": "new"
    },
    {
      "skill": "Codebeamer",
      "tag": "new"
    },
    {
      "skill": "Vector CANoe",
      "tag": "new"
    },
    {
      "skill": "ADTF",
      "tag": "new"
    },
    {
      "skill": "CAN",
      "tag": "new"
    },
    {
      "skill": "CAN FD",
      "tag": "new"
    },
    {
      "skill": "Ethernet",
      "tag": "new"
    },
    {
      "skill": "MATLAB",
      "tag": "new"
    },
    {
      "skill": "Simulink",
      "tag": "new"
    },
    {
      "skill": "Python",
      "tag": "in_db"
    },
    {
      "skill": "C++",
      "tag": "in_db"
    },
    {
      "skill": "C",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 114,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Security Scripting \u0026 DSL Languages",
          "id": 248,
          "rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
          "slug": "cloud-security-scripting-dsl-languages",
          "source": "db"
        },
        "dimension_id": 248,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cloud Security Engineer",
            "id": 23,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-security-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 114,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages",
          "id": 1,
          "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
          "slug": "programming-languages",
          "source": "db"
        },
        "dimension_id": 1,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 114,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages \u0026 DSLs",
          "id": 475,
          "rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
          "slug": "programming-languages-dsls",
          "source": "db"
        },
        "dimension_id": 475,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 114,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages and Scripting",
          "id": 59,
          "rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
          "slug": "programming-languages-and-scripting",
          "source": "db"
        },
        "dimension_id": 59,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cyber Security Engineer",
            "id": 5,
            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 114,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages for Data Work",
          "id": 21,
          "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
          "slug": "programming-languages-for-data-work",
          "source": "db"
        },
        "dimension_id": 21,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Data Engineer",
            "id": 2,
            "rationale": null,
            "role_archetype": null,
            "slug": "data-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 114,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages for ML Systems",
          "id": 39,
          "rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
          "slug": "programming-languages-for-ml-systems",
          "source": "db"
        },
        "dimension_id": 39,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          },
          {
            "display_name": "MLOps Engineer",
            "id": 16,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 114,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages for XR",
          "id": 97,
          "rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
          "slug": "programming-languages-for-xr",
          "source": "db"
        },
        "dimension_id": 97,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "AR/VR Engineer",
            "id": 8,
            "rationale": null,
            "role_archetype": null,
            "slug": "ar-vr-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 5,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 114,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Python Programming",
          "id": 290,
          "rationale": "Core Python language skills used to implement backend business logic, request handlers, integrations, and service internals. This is the primary coding surface for the role.",
          "slug": "python-programming",
          "source": "db"
        },
        "dimension_id": 290,
        "input_skill": "Python",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
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