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Pipeline run

559420ec-c88a-42e1-96c3-60cc97f0c60a

Pipeline LLM cost (USD)
API 1: $0.0059 API 2: $0.0005 API 3: $0.0000 Total: $0.0063

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Wiring Harness Design
Design wiring harnesses and interconnection solutions in CAD, applying WHMA-620/IPC-610/SAE AS50881/MIL-STD standards, then support manufacturing, cost estimates, and project planning; also automate Excel tasks and use basic Python/regex.
""contributes to the wiring harness design and interconnection solution activities""
Tech stack maturity
Mainstream Modern
A hardware design engineer with Python as a primary skill typically fits a mainstream modern stack, where scripting, automation, and tooling are common but not necessarily cloud-native or bleeding-edge.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (13)
VESYS 2020.1 AutoCAD Microsoft Visio WHMA-620 IPC-610 SAE AS50881 MIL-STD Excel Python Regular Expressions CATIA V5 ATIM Mentor Graphics
Skill cluster (2 dimension groups, role-scoped)
Python Programming
Python
Cross-cutting / unaligned
VESYS 2020.1 AutoCAD Microsoft Visio WHMA-620 IPC-610 SAE AS50881 MIL-STD Excel Regular Expressions CATIA V5 ATIM Mentor Graphics
Show KRA description ↓
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. • 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.

Signals

Skill data-engineer
0.10
Alias
KRA cybersecurity-engineer
0.38

Post-classification

Centroidupdated · n=3
Alias collision log
New-role queue
New skills captured12
New KRA capturedyes

Captured for admin review

VESYS 2020.1 primary Hardware Design Engineer pending
AutoCAD primary Hardware Design Engineer pending
Microsoft Visio primary Hardware Design Engineer pending
CATIA V5 Hardware Design Engineer pending
ATIM Hardware Design Engineer pending
Mentor Graphics Hardware Design Engineer pending
WHMA-620 primary Hardware Design Engineer pending
IPC-610 primary Hardware Design Engineer pending
SAE AS50881 primary Hardware Design Engineer pending
MIL-STD primary Hardware Design Engineer pending
Excel primary Hardware Design Engineer pending
Regular Expressions primary Hardware Design Engineer pending
R&R fragment (sim 0.00) Hardware Design Engineer pending

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

pending
0 · charter approved 2026-05-27T17:38:06.086445Z 12.4s
1 · anchor awaiting_review 2026-05-27T17:38:19.924423Z 3.5s
2 · dim_gen pending
3 · reconciler pending
4 · typing pending
5 · placement pending
6 · containment pending
7 · enrichment pending
8 · catalog_load pending
Status: completed Created: 2026-05-27T17:38:04.399021Z Updated: 2026-05-27T17:39:22.507835Z API 3 duration: 4344 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Hardware Design Engineer

CASE EXCEL_NEW

slug: 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.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

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.

VESYS 2020.1 Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
AutoCAD Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Microsoft Visio Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Productivity Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
CATIA V5 Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
ATIM Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Mentor Graphics Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Engineering Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
WHMA-620 Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Standards
Sub-category
general
Skill nature
CREDENTIAL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
IPC-610 Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Standards
Sub-category
general
Skill nature
CREDENTIAL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
SAE AS50881 Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Standards
Sub-category
general
Skill nature
CREDENTIAL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
MIL-STD Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Standards
Sub-category
general
Skill nature
CREDENTIAL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Excel Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Productivity Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Python Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Python id=5 · python

Aliases — catalog

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

Context tags (catalog)

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

Stored enrichment (catalog DB)

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

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

Skill profile (library / DB)

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

Dimensions (API 2 worklist)

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

    Library dimension (catalog)

    Roles linked in library: Cloud Security Engineer

  • Programming Languages Catalog dimension db id 1

    Library dimension (catalog)

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

  • Programming Languages & DSLs Catalog dimension db id 475

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

  • Programming Languages and Scripting Catalog dimension db id 59

    Library dimension (catalog)

    Roles linked in library: Cyber Security Engineer

  • Programming Languages for Data Work Catalog dimension db id 21

    Library dimension (catalog)

    Roles linked in library: Data Engineer

  • Programming Languages for ML Systems Catalog dimension db id 39

    Library dimension (catalog)

    Roles linked in library: ML Engineer, MLOps Engineer

  • Programming Languages for XR Catalog dimension db id 97

    Library dimension (catalog)

    Roles linked in library: AR/VR Engineer

  • Python Programming Catalog dimension db id 290

    Library dimension (catalog)

    Roles linked in library: Python Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cloud Security Scripting & DSL Languages
cloud-security-scripting-dsl-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages
programming-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & DSLs
programming-languages-dsls
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages and Scripting
programming-languages-and-scripting
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for Data Work
programming-languages-for-data-work
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for ML Systems
programming-languages-for-ml-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages for XR
programming-languages-for-xr
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Python Programming
python-programming
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Regular Expressions Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Programming Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED

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
RoleSenior Engineer- Electrical CAD, Wiring Harness interconnect
CompanyThales
Experience5 to 8 years of experience in wiring harness design and manufacturing industries
DomainOther
Location Bangalore, India (null)
JD type pass
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
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      "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": [
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      "aliases": [
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      ],
      "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"
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    {
      "is_primary": true,
      "skill_name": "Microsoft Visio"
    },
    {
      "is_primary": false,
      "skill_name": "CATIA V5"
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    {
      "is_primary": false,
      "skill_name": "ATIM"
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    {
      "is_primary": false,
      "skill_name": "Mentor Graphics"
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    {
      "is_primary": true,
      "skill_name": "WHMA-620"
    },
    {
      "is_primary": true,
      "skill_name": "IPC-610"
    },
    {
      "is_primary": true,
      "skill_name": "SAE AS50881"
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    {
      "is_primary": true,
      "skill_name": "MIL-STD"
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    {
      "is_primary": true,
      "skill_name": "Excel"
    },
    {
      "is_primary": true,
      "skill_name": "Python"
    },
    {
      "is_primary": true,
      "skill_name": "Regular Expressions"
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  ],
  "jd_role": {
    "display_name": "Senior Engineer- Electrical CAD, Wiring Harness interconnect",
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    "role_aliases": [
      "Electrical Engineer",
      "Wiring Harness Engineer",
      "CAD Engineer"
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    "role_archetype": "Engineering",
    "slug": ""
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  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "In fast changing markets, customers",
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      },
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      "word_count": 108
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    "certifications": [],
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    ],
    "role": "Senior Engineer- Electrical CAD, Wiring Harness interconnect",
    "role_aliases": [
      "Electrical Engineer",
      "Wiring Harness Engineer",
      "CAD Engineer"
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "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": []
  },
  "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.",
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            "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.",
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            "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.",
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            "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",
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            "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,
        "matched_skills": null,
        "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",
            "sentence": "Desired: CATIA V5, ATIM \u0026 MENTOR TOOLS for harness design",
            "similarity": 0.3762
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Basic project cost estimations, Project planning, execution and deployment.",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.3683,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "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": 0.4343
          },
          {
            "kra_text": "Evaluates cloud-native managed services, serverless compute, PaaS databases, and CDN solutions for workload fit and total cost of ownership.",
            "sentence": "Basic project cost estimations, Project planning, execution and deployment.",
            "similarity": 0.374
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Has knowledge is GROUND TRANSPORTATION DOMAIN \u2013 Harness design.",
            "similarity": 0.2838
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.364,
        "slug": "cloud-architect",
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      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Data Engineer",
        "kra_matches": null,
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        "matched_skills": [
          "Python"
        ],
        "role_id": 2,
        "score": 0.1,
        "slug": "data-engineer",
        "total_count": 10
      },
      {
        "display_name": "ML Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Python"
        ],
        "role_id": 3,
        "score": 0.1,
        "slug": "ml-engineer",
        "total_count": 10
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Python"
        ],
        "role_id": 5,
        "score": 0.1,
        "slug": "cybersecurity-engineer",
        "total_count": 10
      },
      {
        "display_name": "AR/VR Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Python"
        ],
        "role_id": 8,
        "score": 0.1,
        "slug": "ar-vr-engineer",
        "total_count": 10
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Python"
        ],
        "role_id": 1,
        "score": 0.1,
        "slug": "backend-engineer",
        "total_count": 10
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "EXCEL_NEW",
    "chosen_role": {
      "display_name": "Hardware Design Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 215,
      "score": 0.9,
      "slug": "hardware-design-engineer",
      "total_count": null
    },
    "confidence": 0.9,
    "is_new_role": true,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": "Hardware Design Engineer",
    "new_role_slug": "hardware-design-engineer",
    "queued": false,
    "reasoning": "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.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 3,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1914,
      "r_and_r_preview": "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.\n\n\u2022 CA",
      "role_display_name": "Hardware Design Engineer",
      "role_slug": "hardware-design-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 24706,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "VESYS 2020.1",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24708,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "AutoCAD",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24710,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "Microsoft Visio",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 24712,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "CATIA V5",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 24713,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "ATIM",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 24714,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "Mentor Graphics",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24715,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "WHMA-620",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24716,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "IPC-610",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24717,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "SAE AS50881",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24718,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "MIL-STD",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24719,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "Excel",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24720,
        "role_display_name": "Hardware Design Engineer",
        "role_slug": "hardware-design-engineer",
        "skill_name": "Regular Expressions",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": true,
    "v3_role_slug": "hardware-design-engineer",
    "v3_run_id": "21163e93-70fe-4b45-9902-080bc7873884"
  }
}
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"
    }
  ],
  "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",
      "id": 15,
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      "role_archetype": null,
      "slug": "full-stack-engineer",
      "source": "db"
    },
    {
      "display_name": "Fullstack Developer",
      "id": 435,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "fullstack-developer",
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    },
    {
      "display_name": "Engineering Manager",
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      "rationale": null,
      "role_archetype": null,
      "slug": "engineering-manager",
      "source": "db"
    },
    {
      "display_name": "Cyber Security Engineer",
      "id": 5,
      "rationale": null,
      "role_archetype": null,
      "slug": "cybersecurity-engineer",
      "source": "db"
    },
    {
      "display_name": "Data Engineer",
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      "rationale": null,
      "role_archetype": null,
      "slug": "data-engineer",
      "source": "db"
    },
    {
      "display_name": "ML Engineer",
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      "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",
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    },
    {
      "display_name": "AR/VR Engineer",
      "id": 8,
      "rationale": null,
      "role_archetype": null,
      "slug": "ar-vr-engineer",
      "source": "db"
    },
    {
      "display_name": "Python Backend Developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "python-backend-developer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Hardware Design Engineer",
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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"
  },
  "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",
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          "rationale": null,
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          "slug": "cloud-security-engineer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages",
        "id": 1,
        "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
        "slug": "programming-languages",
        "source": "db"
      },
      "input_skill": "Python",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Backend Developer",
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          "rationale": null,
          "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
          "slug": "backend-engineer",
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        },
        {
          "display_name": "Fullstack Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "full-stack-engineer",
          "source": "db"
        },
        {
          "display_name": "Fullstack Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
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          "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",
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          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages and Scripting",
        "id": 59,
        "rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
        "slug": "programming-languages-and-scripting",
        "source": "db"
      },
      "input_skill": "Python",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Cyber Security Engineer",
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          "slug": "cybersecurity-engineer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages for Data Work",
        "id": 21,
        "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
        "slug": "programming-languages-for-data-work",
        "source": "db"
      },
      "input_skill": "Python",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Data Engineer",
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          "role_archetype": null,
          "slug": "data-engineer",
          "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": "Python",
      "llm_role": null,
      "roles_from_db": [
        {
          "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",
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        }
      ]
    },
    {
      "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",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "AR/VR Engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ar-vr-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Python Programming",
        "id": 290,
        "rationale": "Core Python language skills used to implement backend business logic, request handlers, integrations, and service internals. This is the primary coding surface for the role.",
        "slug": "python-programming",
        "source": "db"
      },
      "input_skill": "Python",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Python Backend Developer",
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          "role_archetype": "Engineering",
          "slug": "python-backend-developer",
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      ]
    }
  ],
  "input_final_skills": [
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  "input_llm_skills": [
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  "new_aliases_persisted": 0,
  "run_id": "559420ec-c88a-42e1-96c3-60cc97f0c60a",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "VESYS 2020.1",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Engineering Tools",
          "skill_nature": "TOOL",
          "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": "vesys-2020-1",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "AutoCAD",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Engineering Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
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          "volatility": "MEDIUM"
        },
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        "keep_log": [],
        "locked_dimensions": [],
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        "relationships": null,
        "skill_id": "autocad",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Microsoft Visio",
      "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": [],
        "locked_dimensions": [],
        "merge_log": [],
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        "skill_id": "microsoft-visio",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "CATIA V5",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Engineering Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
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        "skill_id": "catia-v5",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "ATIM",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Engineering Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
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        "skill_id": "atim",
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        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Mentor Graphics",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Engineering Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
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        "skill_id": "mentor-graphics",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "WHMA-620",
      "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": "whma-620",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "IPC-610",
      "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": "ipc-610",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "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",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "mil-std",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "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": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "excel",
        "split_log": [],
        "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",
            "id": 59,
            "rationale": "Languages used to write security automation, analysis scripts, detection logic, and remediation helpers. This is the primary implementation surface for a cybersecurity engineer across tooling and response workflows.",
            "slug": "programming-languages-and-scripting",
            "source": "db"
          },
          "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,
            "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
            "slug": "programming-languages-for-data-work",
            "source": "db"
          },
          "input_skill": "Python",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Data Engineer",
              "id": 2,
              "rationale": null,
              "role_archetype": null,
              "slug": "data-engineer",
              "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": "Python",
          "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": "Python",
          "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": "Python Programming",
            "id": 290,
            "rationale": "Core Python language skills used to implement backend business logic, request handlers, integrations, and service internals. This is the primary coding surface for the role.",
            "slug": "python-programming",
            "source": "db"
          },
          "input_skill": "Python",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Python Backend Developer",
              "id": 80,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "python-backend-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Python",
      "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": "Regular Expressions",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Languages",
          "skill_nature": "LANGUAGE",
          "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": "regular-expressions",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "VESYS 2020.1",
    "AutoCAD",
    "Microsoft Visio",
    "CATIA V5",
    "ATIM",
    "Mentor Graphics",
    "WHMA-620",
    "IPC-610",
    "SAE AS50881",
    "MIL-STD",
    "Excel",
    "Regular Expressions"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Hardware Design Engineer",
    "id": 215,
    "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",
      "tag": "new"
    },
    {
      "skill": "Microsoft Visio",
      "tag": "new"
    },
    {
      "skill": "CATIA V5",
      "tag": "new"
    },
    {
      "skill": "ATIM",
      "tag": "new"
    },
    {
      "skill": "Mentor Graphics",
      "tag": "new"
    },
    {
      "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",
      "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": 215,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Security Scripting \u0026 DSL Languages",
          "id": 248,
          "rationale": "Proficiency in programming and domain-specific languages used to automate and script cloud security controls.",
          "slug": "cloud-security-scripting-dsl-languages",
          "source": "db"
        },
        "dimension_id": 248,
        "input_skill": "Python",
        "llm_role": null,
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