Pipeline run
0c864551-1dcf-41cc-8b1a-4a2008a75ea7
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Systems Engineer
CASE Fslug: systems-engineer · id: — · source: llm
The primary skills indicate a strong focus on Systems Engineering, which aligns well with a Systems Engineer role.
Resolution:
human_review_required
— role not in DB; role↔dimension links may be deferred.
Job description
Valeo ist ein globales Technologieunternehmen, das innovative Lösungen entwickelt, um die Mobilität neu zu erfinden. Wir sind ein Partner von Automobilherstellern und Akteuren der neuen Mobilität weltweit. Unsere Vision? Eine grünere und sicherere Mobilität zu erfinden, dank Lösungen, die sich auf intuitives Fahren und die Reduzierung von CO2-Emissionen konzentrieren. Wir sind führend in unseren Geschäftsbereichen und werden als eines der weltweit größten innovativen Unternehmen anerkannt. 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 Job: R&D Engineer Organization: Engineering Software CDA Schedule: Vollzeit Employee Status: Unbefristet Job Type: Permanent contract 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.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Automotive Technologies
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Engineering Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Engineering Practices
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Requirements Management Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Requirements Management Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Automotive Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Automotive Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Automotive Protocols
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Automotive Protocols
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Networking Technologies
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Programming Languages
- Sub-category
- general
- Skill nature
- LANGUAGE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Modeling Tools
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
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)
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) |
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)
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) |
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)
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Automotive Standards
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Automotive Standards
- Sub-category
- general
- Skill nature
- CREDENTIAL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Automotive Standards
- Sub-category
- general
- Skill nature
- CREDENTIAL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Automotive Standards
- Sub-category
- general
- Skill nature
- CREDENTIAL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
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 | Systems Engineering | type=Engineering Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Requirements Management | type=Engineering Practices subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| canonical_skill_proposed | DOORS | type=Requirements Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Codebeamer | type=Requirements Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Vector CANoe | type=Automotive Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | ADTF | type=Automotive 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 | |
| canonical_skill_proposed | SPICE | type=Automotive Standards subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | ISO 26262 | type=Automotive Standards subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | ISO 15504 | 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 |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Valeo ist ein globales Technologieunternehmen",
"last_5_words": "gr\u00f6\u00dften innovativen Unternehmen anerkannt."
},
"text": "Valeo ist ein globales Technologieunternehmen, das innovative L\u00f6sungen entwickelt, um die Mobilit\u00e4t neu zu erfinden. Wir sind ein Partner von Automobilherstellern und Akteuren der neuen Mobilit\u00e4t weltweit. Unsere Vision? Eine gr\u00fcnere und sicherere Mobilit\u00e4t zu erfinden, dank L\u00f6sungen, die sich auf intuitives Fahren und die Reduzierung von CO2-Emissionen konzentrieren. Wir sind f\u00fchrend in unseren Gesch\u00e4ftsbereichen und werden als eines der weltweit gr\u00f6\u00dften innovativen Unternehmen anerkannt.",
"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": 0,
"heading": "Objective",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The System Engineer is responsible",
"last_5_words": "satisfying performance of the ADAS"
},
"text": "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.",
"word_count": 40
},
{
"bullet_count": 10,
"heading": "Responsibility",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Responsible for ADAS system",
"last_5_words": "review of Test specifications and results"
},
"text": "\u2022 Responsible for ADAS system function in customer projects and contact person for internal and external customers.\n\u2022 Developing innovative and safety-critical systems and components for driver assistance systems\n\u2022 Understand Stakeholder requests and analyze requirement specification\n\u2022 Refinement of requirements and functional decomposition to functional System Architecture\n\u2022 Definition of the system behavior and performance in cooperation with the platform development and the customer\n\u2022 Analyze and define system behavior, data and control flow between platform elements and application software.\n\u2022 Analysis of the peripheral component properties (sensor, brakes, steering, HMI,...) on system performance\n\u2022 Trouble shooting of functional system behavior in development vehicles and the series production\n\u2022 Presentation and demonstration of system performance to customers and management\n\u2022 Support of testing activities, review of Test specifications and results",
"word_count": 157
},
{
"bullet_count": 15,
"heading": "Competence",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Systems engineering experience with experience",
"last_5_words": "both written and verbal"
},
"text": "\u2022 Systems engineering experience with experience in complex functional development. (ADAS is an advantage)\n\u2022 Engineering experience in a multifunctional environment (automotive is an advantage).\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": 218
}
],
"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": true,
"skill_name": "Systems Engineering"
},
{
"is_primary": true,
"skill_name": "Requirements Management"
},
{
"is_primary": false,
"skill_name": "DOORS"
},
{
"is_primary": false,
"skill_name": "Codebeamer"
},
{
"is_primary": false,
"skill_name": "Vector CANoe"
},
{
"is_primary": false,
"skill_name": "ADTF"
},
{
"is_primary": false,
"skill_name": "CAN"
},
{
"is_primary": false,
"skill_name": "CAN FD"
},
{
"is_primary": false,
"skill_name": "Ethernet"
},
{
"is_primary": false,
"skill_name": "MATLAB"
},
{
"is_primary": false,
"skill_name": "Simulink"
},
{
"is_primary": false,
"skill_name": "Python"
},
{
"is_primary": false,
"skill_name": "C++"
},
{
"is_primary": false,
"skill_name": "C"
},
{
"is_primary": false,
"skill_name": "SPICE"
},
{
"is_primary": false,
"skill_name": "ISO 26262"
},
{
"is_primary": false,
"skill_name": "ISO 15504"
},
{
"is_primary": false,
"skill_name": "Automotive SPICE"
}
],
"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 ist ein globales Technologieunternehmen",
"last_5_words": "gr\u00f6\u00dften innovativen Unternehmen anerkannt."
},
"text": "Valeo ist ein globales Technologieunternehmen, das innovative L\u00f6sungen entwickelt, um die Mobilit\u00e4t neu zu erfinden. Wir sind ein Partner von Automobilherstellern und Akteuren der neuen Mobilit\u00e4t weltweit. Unsere Vision? Eine gr\u00fcnere und sicherere Mobilit\u00e4t zu erfinden, dank L\u00f6sungen, die sich auf intuitives Fahren und die Reduzierung von CO2-Emissionen konzentrieren. Wir sind f\u00fchrend in unseren Gesch\u00e4ftsbereichen und werden als eines der weltweit gr\u00f6\u00dften innovativen Unternehmen anerkannt.",
"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": 0,
"heading": "Objective",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The System Engineer is responsible",
"last_5_words": "satisfying performance of the ADAS"
},
"text": "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.",
"word_count": 40
},
{
"bullet_count": 10,
"heading": "Responsibility",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Responsible for ADAS system",
"last_5_words": "review of Test specifications and results"
},
"text": "\u2022 Responsible for ADAS system function in customer projects and contact person for internal and external customers.\n\u2022 Developing innovative and safety-critical systems and components for driver assistance systems\n\u2022 Understand Stakeholder requests and analyze requirement specification\n\u2022 Refinement of requirements and functional decomposition to functional System Architecture\n\u2022 Definition of the system behavior and performance in cooperation with the platform development and the customer\n\u2022 Analyze and define system behavior, data and control flow between platform elements and application software.\n\u2022 Analysis of the peripheral component properties (sensor, brakes, steering, HMI,...) on system performance\n\u2022 Trouble shooting of functional system behavior in development vehicles and the series production\n\u2022 Presentation and demonstration of system performance to customers and management\n\u2022 Support of testing activities, review of Test specifications and results",
"word_count": 157
},
{
"bullet_count": 15,
"heading": "Competence",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Systems engineering experience with experience",
"last_5_words": "both written and verbal"
},
"text": "\u2022 Systems engineering experience with experience in complex functional development. (ADAS is an advantage)\n\u2022 Engineering experience in a multifunctional environment (automotive is an advantage).\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": 218
}
],
"urls": [
{
"type": "website",
"url": "https://www.valeo.com"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "0c864551-1dcf-41cc-8b1a-4a2008a75ea7",
"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": 0.5281
},
{
"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": 0.5233,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Support of testing activities, review of Test specifications and results",
"similarity": 0.5827
},
{
"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
},
{
"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",
"sentence": "Presentation and demonstration of system performance to customers and management",
"similarity": 0.4661
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 84,
"score": 0.5046,
"slug": "kotlin-server-backend-developer",
"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",
"sentence": "Presentation and demonstration of system performance to customers and management",
"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": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "F",
"chosen_role": null,
"confidence": 0.1,
"is_new_role": false,
"llm2_fired": true,
"llm2_reasoning": "Although none of the backend developer roles perfectly match the automotive systems engineering focus, the Go Backend Developer is the least incompatible given the requirement for system\u2010level programming skills and general software development expertise over the Pega or Kotlin alternatives.",
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": true,
"reasoning": "LLM2 unsure (confidence 0.10 \u003c 0.7); queueing",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": null,
"centroid_updated": false,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [],
"queue_entry_id": 118,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{
"alias_matches": [
{
"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": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"source": "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",
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"slug": "full-stack-engineer",
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},
{
"display_name": "Fullstack Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
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},
{
"display_name": "Cyber Security Engineer",
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"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
},
{
"display_name": "Data Engineer",
"id": 2,
"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
"source": "db"
},
{
"display_name": "ML Engineer",
"id": 3,
"rationale": null,
"role_archetype": null,
"slug": "ml-engineer",
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},
{
"display_name": "MLOps Engineer",
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"role_archetype": null,
"slug": "ml-ops-engineer",
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},
{
"display_name": "AR/VR Engineer",
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"role_archetype": null,
"slug": "ar-vr-engineer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
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"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,
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"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Sitecore Dev",
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"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
},
{
"display_name": "Video Codec Engineer",
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"slug": "video-codec-engineer",
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}
],
"chosen_role": {
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"rationale": "The primary skills indicate a strong focus on Systems Engineering, which aligns well with a Systems Engineer role.",
"role_archetype": "Engineering role focused on managing complex systems and ensuring their proper functioning.",
"slug": "systems-engineer",
"source": "llm"
},
"dimensions": [
{
"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": [
{
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages",
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"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.",
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},
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{
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},
{
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},
{
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"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
},
{
"aliases_in_db": [
{
"alias_text": "C#",
"alias_type": "CANONICAL",
"id": 52,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C",
"alias_type": "CANONICAL",
"id": 1609,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 1",
"alias_type": "VERSION",
"id": 53,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 10",
"alias_type": "VERSION",
"id": 62,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 11",
"alias_type": "VERSION",
"id": 63,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 12",
"alias_type": "VERSION",
"id": 64,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 13",
"alias_type": "VERSION",
"id": 65,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 14",
"alias_type": "VERSION",
"id": 66,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 2",
"alias_type": "VERSION",
"id": 54,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 3",
"alias_type": "VERSION",
"id": 55,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 4",
"alias_type": "VERSION",
"id": 56,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 5",
"alias_type": "VERSION",
"id": 57,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 6",
"alias_type": "VERSION",
"id": 58,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 7",
"alias_type": "VERSION",
"id": 59,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 8",
"alias_type": "VERSION",
"id": 60,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# 9",
"alias_type": "VERSION",
"id": 61,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C# latest",
"alias_type": "VERSION",
"id": 1655,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C#1",
"alias_type": "VERSION",
"id": 2228,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C#10",
"alias_type": "VERSION",
"id": 2246,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C#11",
"alias_type": "VERSION",
"id": 2247,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C#12",
"alias_type": "VERSION",
"id": 2248,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "C#2",
"alias_type": "VERSION",
"id": 2229,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"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
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "SPICE",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Automotive Standards",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "spice",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "ISO 26262",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Automotive Standards",
"skill_nature": "CREDENTIAL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "iso-26262",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "ISO 15504",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Automotive Standards",
"skill_nature": "CREDENTIAL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "iso-15504",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Automotive SPICE",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Automotive Standards",
"skill_nature": "CREDENTIAL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "automotive-spice",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"ADAS",
"Systems Engineering",
"Requirements Management",
"DOORS",
"Codebeamer",
"Vector CANoe",
"ADTF",
"CAN",
"CAN FD",
"Ethernet",
"MATLAB",
"Simulink",
"SPICE",
"ISO 26262",
"ISO 15504",
"Automotive SPICE"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Systems Engineer",
"id": null,
"rationale": "The primary skills indicate a strong focus on Systems Engineering, which aligns well with a Systems Engineer role.",
"role_archetype": "Engineering role focused on managing complex systems and ensuring their proper functioning.",
"slug": "systems-engineer",
"source": "llm"
},
"chosen_role_resolution": "human_review_required",
"final_input_skills": [
{
"skill": "ADAS",
"tag": "new"
},
{
"skill": "Systems Engineering",
"tag": "new"
},
{
"skill": "Requirements Management",
"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"
},
{
"skill": "SPICE",
"tag": "new"
},
{
"skill": "ISO 26262",
"tag": "new"
},
{
"skill": "ISO 15504",
"tag": "new"
},
{
"skill": "Automotive SPICE",
"tag": "new"
}
],
"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": null,
"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",
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