Pipeline run
559420ec-c88a-42e1-96c3-60cc97f0c60a
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
He / She contributes to the wiring harness design and interconnection solution activities and performs the hardware design activities required to develop design of a hardware solution / product. • CA…
v3 pipeline · Hardware Design Engineer
pending1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Hardware Design Engineer
CASE EXCEL_NEWslug: hardware-design-engineer · id: 215 · source: db
JD title 'Senior Engineer- Electrical CAD, Wiring Harness interconnect' not in catalog; Excel taxonomy matched 'Hardware Design Engineer' (confidence 0.90): The responsibilities outlined in the JD closely align with the tasks of a Hardware Design Engineer, particularly in the areas of wiring harness design and electrical CAD.
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Location: Bangalore - Indraprastha, India In fast changing markets, customers worldwide rely on Thales. Thales is a business where brilliant people from all over the world come together to share ideas and inspire each other. In aerospace, transportation, defence, security and space, our architects design innovative solutions that make our tomorrow's possible. Present in India since 1953, Thales is headquartered in Noida, Uttar Pradesh, and has operational offices and sites spread across Bengaluru, Delhi, Gurugram, Hyderabad, Mumbai, Pune among others. Over 1800 employees are working with Thales and its joint ventures in India. Since the beginning, Thales has been playing an essential role in India’s growth story by sharing its technologies and expertise in Defence, Transport, Aerospace and Digital Identity and Security markets. Senior Engineer- Electrical CAD, Wiring Harness interconnect Primary Purpose of the Role: He / She contributes to the wiring harness design and interconnection solution activities and performs the hardware design activities required to develop design of a hardware solution / product. • Formalizes the function description, technical requirement and specifications. • Elaborates the specification and the engineering plans used to develop the product. • Performs development activity as per the CHORUS 2.0 process. • Must have experience in solution proposals on the interconnections, wiring, component packing and printed circuit board. • Must have experience with contents of product Data package (Data files, Definition files, Bill of Material or item list, Documents, components, COTS, Find number, material & processes and standards). • Must have experience in wiring harness design and manufacturing requirement of wiring harness/cable harness. • Must have experience in wiring harness testing and inspection requirements. • Must have experience knowledge in WHMA-620 or IPC-620 standard to define the wiring harness design requirement and quality requirements. • Must have knowledge of military and aerospace standards (like SAE-AS50881) for the wiring harness design • Must have hands on experience in VeSyS2.0 wiring harness design tool and AutoCad. • Should have experience in MS-Office (specially in MS-PowerPoint, MS-Visio and MS-Excel) • Should have experience in Product life cycle/Product configuration. • Should have experience of working with mutli-disciplinary team (Electronics Design, Mechanical design and system engineering teams). • Ensures global consistency of the engineering process, practices and tools, organizes the co-engineering then approves lower level solution element’s or component’s engineering plans including those flown down to the sub-contractors and partners. • Identifies the engineering skills needed to ensure the Bid/Project/Product delivery. Essential Skills Required • CAD Tools working knowledge: • Mandatory: VESYS 2020.1, AutoCAD premium, MS-VISIO 2016, • Desired: CATIA V5, ATIM & MENTOR TOOLS for harness design • Design Standards: • Mandatory: WHMA-620, IPC-610, SAE AS50881, MIL-Standards for wiring harness • Strong background of Wiring Harness Design Standards & components knowledge of electrical and wiring harness • Has knowledge is GROUND TRANSPORTATION DOMAIN – Harness design. • Hands on experience in EXCEL automation & basic python scripting • Regular expressions. • Has manufacturing knowledge of cable harness and industry exposure is preferred. • Basic project cost estimations, Project planning, execution and deployment. Desirable Knowledge in wiring harness design, database creation, wiring harness components and product configuration Years Of Experience 5 to 8 years of experience in wiring harness design and manufacturing industries Educational Qualification Bachelor's degree in engineering in Electronics/Electrical Engineer At Thales we provide CAREERS and not only jobs. With Thales employing 80,000 employees in 68 countries our mobility policy enables thousands of employees each year to develop their careers at home and abroad, in their existing areas of expertise or by branching out into new fields. Together we believe that embracing flexibility is a smarter way of working. Great journeys start here, apply now!
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
- Engineering 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
- Engineering 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
- Productivity 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
- Engineering 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
- Engineering 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
- Engineering 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
- 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
- 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
- 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
- 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
- Productivity 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) |
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
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) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | VESYS 2020.1 | type=Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | AutoCAD | type=Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Microsoft Visio | type=Productivity Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | CATIA V5 | type=Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | ATIM | type=Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Mentor Graphics | type=Engineering Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | WHMA-620 | type=Standards subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | IPC-610 | type=Standards subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | SAE AS50881 | type=Standards subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | MIL-STD | type=Standards subtype=general nature=CREDENTIAL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Excel | type=Productivity Tools subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Regular Expressions | type=Programming Languages subtype=general nature=LANGUAGE 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": "In fast changing markets, customers",
"last_5_words": "and Digital Identity and Security markets."
},
"text": "In fast changing markets, customers worldwide rely on Thales. Thales is a business where brilliant people from all over the world come together to share ideas and inspire each other. In aerospace, transportation, defence, security and space, our architects design innovative solutions that make our tomorrow\u0027s possible. Present in India since 1953, Thales is headquartered in Noida, Uttar Pradesh, and has operational offices and sites spread across Bengaluru, Delhi, Gurugram, Hyderabad, Mumbai, Pune among others. Over 1800 employees are working with Thales and its joint ventures in India. Since the beginning, Thales has been playing an essential role in India\u2019s growth story by sharing its technologies and expertise in Defence, Transport, Aerospace and Digital Identity and Security markets.",
"word_count": 108
},
"certifications": [],
"company_name": "Thales",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Electronics/Electrical Engineering",
"raw": "Bachelor\u0027s degree in engineering in Electronics/Electrical Engineer",
"requirement": "required"
}
],
"experience": {
"max": 8,
"min": 5,
"raw": "5 to 8 years of experience in wiring harness design and manufacturing industries"
},
"job_locations": [
{
"aliases": [
"Bengaluru"
],
"city": "Bangalore",
"country": "India",
"state": "Karnataka",
"work_mode": "null"
}
],
"role": "Senior Engineer- Electrical CAD, Wiring Harness interconnect",
"role_aliases": [
"Electrical Engineer",
"Wiring Harness Engineer",
"CAD Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Primary Purpose of the Role",
"heading_was_present": true,
"source_marker": {
"first_5_words": "He / She contributes to",
"last_5_words": "design of a hardware solution"
},
"text": "He / She contributes to the wiring harness design and interconnection solution activities and performs the hardware design activities required to develop design of a hardware solution / product.",
"word_count": 27
},
{
"bullet_count": 10,
"heading": "Essential Skills Required",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 CAD Tools working knowledge:",
"last_5_words": "and deployment."
},
"text": "\u2022 CAD Tools working knowledge:\n\u2022 Mandatory: VESYS 2020.1, AutoCAD premium, MS-VISIO 2016,\n\u2022 Desired: CATIA V5, ATIM \u0026 MENTOR TOOLS for harness design\n\u2022 Design Standards:\n\u2022 Mandatory: WHMA-620, IPC-610, SAE AS50881, MIL-Standards for wiring harness\n\u2022 Strong background of Wiring Harness Design Standards \u0026 components knowledge of electrical and wiring harness\n\u2022 Has knowledge is GROUND TRANSPORTATION DOMAIN \u2013 Harness design.\n\u2022 Hands on experience in EXCEL automation \u0026 basic python scripting\n\u2022 Regular expressions.\n\u2022 Has manufacturing knowledge of cable harness and industry exposure is preferred.\n\u2022 Basic project cost estimations, Project planning, execution and deployment.",
"word_count": 118
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "VESYS 2020.1"
},
{
"is_primary": true,
"skill_name": "AutoCAD"
},
{
"is_primary": true,
"skill_name": "Microsoft Visio"
},
{
"is_primary": false,
"skill_name": "CATIA V5"
},
{
"is_primary": false,
"skill_name": "ATIM"
},
{
"is_primary": false,
"skill_name": "Mentor Graphics"
},
{
"is_primary": true,
"skill_name": "WHMA-620"
},
{
"is_primary": true,
"skill_name": "IPC-610"
},
{
"is_primary": true,
"skill_name": "SAE AS50881"
},
{
"is_primary": true,
"skill_name": "MIL-STD"
},
{
"is_primary": true,
"skill_name": "Excel"
},
{
"is_primary": true,
"skill_name": "Python"
},
{
"is_primary": true,
"skill_name": "Regular Expressions"
}
],
"jd_role": {
"display_name": "Senior Engineer- Electrical CAD, Wiring Harness interconnect",
"rationale": null,
"role_aliases": [
"Electrical Engineer",
"Wiring Harness Engineer",
"CAD Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
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"last_5_words": "and Digital Identity and Security markets."
},
"text": "In fast changing markets, customers worldwide rely on Thales. Thales is a business where brilliant people from all over the world come together to share ideas and inspire each other. In aerospace, transportation, defence, security and space, our architects design innovative solutions that make our tomorrow\u0027s possible. Present in India since 1953, Thales is headquartered in Noida, Uttar Pradesh, and has operational offices and sites spread across Bengaluru, Delhi, Gurugram, Hyderabad, Mumbai, Pune among others. Over 1800 employees are working with Thales and its joint ventures in India. Since the beginning, Thales has been playing an essential role in India\u2019s growth story by sharing its technologies and expertise in Defence, Transport, Aerospace and Digital Identity and Security markets.",
"word_count": 108
},
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"education": [
{
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"requirement": "required"
}
],
"experience": {
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},
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{
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],
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"country": "India",
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],
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"role_aliases": [
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"Wiring Harness Engineer",
"CAD Engineer"
],
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"roles_and_responsibilities": [
{
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"source_marker": {
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},
"text": "He / She contributes to the wiring harness design and interconnection solution activities and performs the hardware design activities required to develop design of a hardware solution / product.",
"word_count": 27
},
{
"bullet_count": 10,
"heading": "Essential Skills Required",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 CAD Tools working knowledge:",
"last_5_words": "and deployment."
},
"text": "\u2022 CAD Tools working knowledge:\n\u2022 Mandatory: VESYS 2020.1, AutoCAD premium, MS-VISIO 2016,\n\u2022 Desired: CATIA V5, ATIM \u0026 MENTOR TOOLS for harness design\n\u2022 Design Standards:\n\u2022 Mandatory: WHMA-620, IPC-610, SAE AS50881, MIL-Standards for wiring harness\n\u2022 Strong background of Wiring Harness Design Standards \u0026 components knowledge of electrical and wiring harness\n\u2022 Has knowledge is GROUND TRANSPORTATION DOMAIN \u2013 Harness design.\n\u2022 Hands on experience in EXCEL automation \u0026 basic python scripting\n\u2022 Regular expressions.\n\u2022 Has manufacturing knowledge of cable harness and industry exposure is preferred.\n\u2022 Basic project cost estimations, Project planning, execution and deployment.",
"word_count": 118
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "559420ec-c88a-42e1-96c3-60cc97f0c60a",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Cyber Security Engineer",
"kra_matches": [
{
"kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
"sentence": "He / She contributes to the wiring harness design and interconnection solution activities and performs the hardware design activities required to develop design of a hardware solution / product.",
"similarity": 0.4161
},
{
"kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
"sentence": "Mandatory: WHMA-620, IPC-610, SAE AS50881, MIL-Standards for wiring harness",
"similarity": 0.3745
},
{
"kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
"sentence": "Strong background of Wiring Harness Design Standards \u0026 components knowledge of electrical and wiring harness",
"similarity": 0.3495
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 5,
"score": 0.38,
"slug": "cybersecurity-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "He / She contributes to the wiring harness design and interconnection solution activities and performs the hardware design activities required to develop design of a hardware solution / product.",
"similarity": 0.4956
},
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Basic project cost estimations, Project planning, execution and deployment.",
"similarity": 0.3216
},
{
"kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
"sentence": "Desired: CATIA V5, ATIM \u0026 MENTOR TOOLS for harness design",
"similarity": 0.3079
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.375,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Pega Developer",
"kra_matches": [
{
"kra_text": "case lifecycle and routing design",
"sentence": "Desired: CATIA V5, ATIM \u0026 MENTOR TOOLS for harness design",
"similarity": 0.3869
},
{
"kra_text": "case lifecycle and routing design",
"sentence": "Has knowledge is GROUND TRANSPORTATION DOMAIN \u2013 Harness design.",
"similarity": 0.3686
},
{
"kra_text": "Requirements analysis and process translation",
"sentence": "Basic project cost estimations, Project planning, execution and deployment.",
"similarity": 0.3626
}
],
"matched_count": null,
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"role_id": 24,
"score": 0.3727,
"slug": "pega-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "He / She contributes to the wiring harness design and interconnection solution activities and performs the hardware design activities required to develop design of a hardware solution / product.",
"similarity": 0.4291
},
{
"kra_text": "translate product and design requirements",
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},
{
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],
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{
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],
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{
"display_name": "ML Engineer",
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{
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},
{
"is_primary": true,
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"is_primary": true,
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],
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}
}
API 2 — extract-details
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},
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"dimensions": [],
"input_skill": "SAE AS50881",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "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": "sae-as50881",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "MIL-STD",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Standards",
"skill_nature": "CREDENTIAL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
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"volatility": "MEDIUM"
},
"enrichment": null,
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"skill_id": "mil-std",
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"typed": null,
"warnings": []
},
"source_tag": "llm",
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},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Excel",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Productivity Tools",
"skill_nature": "TOOL",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
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"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "excel",
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"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Python",
"alias_type": "CANONICAL",
"id": 67,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2",
"alias_type": "VERSION",
"id": 72,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 2.x",
"alias_type": "VERSION",
"id": 74,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3",
"alias_type": "VERSION",
"id": 73,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3.10",
"alias_type": "VERSION",
"id": 76,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3.11",
"alias_type": "VERSION",
"id": 77,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3.12",
"alias_type": "VERSION",
"id": 78,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Python 3.x",
"alias_type": "VERSION",
"id": 75,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "py",
"alias_type": "VERSION",
"id": 2183,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "py2",
"alias_type": "VERSION",
"id": 68,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "py3",
"alias_type": "VERSION",
"id": 69,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python 3",
"alias_type": "VERSION",
"id": 2186,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python 3.x",
"alias_type": "VERSION",
"id": 2849,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python2",
"alias_type": "VERSION",
"id": 70,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python3",
"alias_type": "VERSION",
"id": 71,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "python3.x",
"alias_type": "VERSION",
"id": 2848,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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"
},
"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": [
{
"display_name": "Cloud Security Engineer",
"id": 23,
"rationale": null,
"role_archetype": null,
"slug": "cloud-security-engineer",
"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": "Python",
"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 \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",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages and Scripting",
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"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"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Cyber Security Engineer",
"id": 5,
"rationale": null,
"role_archetype": null,
"slug": "cybersecurity-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages for Data Work",
"id": 21,
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"slug": "programming-languages-for-data-work",
"source": "db"
},
"input_skill": "Python",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Data Engineer",
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"rationale": null,
"role_archetype": null,
"slug": "data-engineer",
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}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
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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.",
"slug": "programming-languages-for-ml-systems",
"source": "db"
},
"input_skill": "Python",
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{
"display_name": "ML Engineer",
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"slug": "ml-engineer",
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},
{
"display_name": "MLOps Engineer",
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"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": "Python",
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"roles_from_db": [
{
"display_name": "AR/VR Engineer",
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}
]
},
{
"dimension": {
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"slug": "python-programming",
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},
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"roles_from_db": [
{
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}
]
}
],
"input_skill": "Python",
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"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Regular Expressions",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
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"typical_lifespan": "MULTI_YEAR",
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},
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},
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"was_in_llm_skills": true
}
],
"unmatched_skills": [
"VESYS 2020.1",
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"Microsoft Visio",
"CATIA V5",
"ATIM",
"Mentor Graphics",
"WHMA-620",
"IPC-610",
"SAE AS50881",
"MIL-STD",
"Excel",
"Regular Expressions"
]
}
API 3 — final-role-output
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"rationale": "JD title \u0027Senior Engineer- Electrical CAD, Wiring Harness interconnect\u0027 not in catalog; Excel taxonomy matched \u0027Hardware Design Engineer\u0027 (confidence 0.90): The responsibilities outlined in the JD closely align with the tasks of a Hardware Design Engineer, particularly in the areas of wiring harness design and electrical CAD.",
"role_archetype": null,
"slug": "hardware-design-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "VESYS 2020.1",
"tag": "new"
},
{
"skill": "AutoCAD",
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},
{
"skill": "Microsoft Visio",
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},
{
"skill": "CATIA V5",
"tag": "new"
},
{
"skill": "ATIM",
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},
{
"skill": "Mentor Graphics",
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},
{
"skill": "WHMA-620",
"tag": "new"
},
{
"skill": "IPC-610",
"tag": "new"
},
{
"skill": "SAE AS50881",
"tag": "new"
},
{
"skill": "MIL-STD",
"tag": "new"
},
{
"skill": "Excel",
"tag": "new"
},
{
"skill": "Python",
"tag": "in_db"
},
{
"skill": "Regular Expressions",
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}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
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"display_name": "Cloud Security Scripting \u0026 DSL Languages",
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},
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"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": [
{
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}
],
"skill_dimension_saved": true,
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},
{
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},
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{
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"source": "db"
},
{
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},
{
"display_name": "Fullstack Developer",
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"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
"skill_id": 5,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 215,
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},
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"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": [
{
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}
],
"skill_dimension_saved": true,
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},
{
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"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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},
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"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": [
{
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}
],
"skill_dimension_saved": true,
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},
{
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},
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"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": [
{
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}
],
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},
{
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},
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{
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{
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}
],
"skill_dimension_saved": true,
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},
{
"chosen_role_id": 215,
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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.",
"slug": "programming-languages-for-xr",
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
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}
],
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},
{
"chosen_role_id": 215,
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},
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"roles_from_db": [
{
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}
],
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}
],
"new_skills_created": 0,
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"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "559420ec-c88a-42e1-96c3-60cc97f0c60a"
}