Pipeline run

95015e8d-33e5-48db-b9b4-fda2e509d1a1

Pipeline LLM cost (USD)

API 1: $0.0057 API 2: $0.0004 API 3: $0.0000 Total: $0.0061

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

Nature of work · Testing / Verification

Sets up and runs automotive component tests, prepares samples/fixtures, maintains lab equipment, tracks sample intake/storage, and writes test reports. Also supports vibration/fatigue testing work and shift-based lab operations.

""Perform and implement the test and be responsible for the preparation of the test sample & sample installation in Test bench.""

Tech stack maturity

Mainstream Modern

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 (9)

Mechanical Engineering Automotive Testing Verification Testing Exhaust Systems Engine Components Vibration Testing Fatigue Testing Welding Metalworking

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Mechanical Engineering Automotive Testing Verification Testing Exhaust Systems Engine Components Vibration Testing Fatigue Testing Welding Metalworking

Show KRA description ↓

Perform and implement the test and be responsible for the preparation of the test sample & sample installation in Test bench. Responsible for LAB equipemnt maintainace. Responsibility to keep & track the sample incoming for testing , storage after validation & sample management. Periodically maintain the equipment according to the maintenance schedule to eliminate general equipment failures. Based on pilot plan, Can adapt to continuous shift operation. Completion of related tasks assigned by supervisors in a timely manner. Responsibility to prepare test report after test complition. The post technician should have: BE / B Tech – Mechanical Engineering . There is a background in the relevant test/verification work for the auto parts industry. Have the best working experience for 2-4 years. Experience in exhaust system and exhaust related Engine component. Be familiar with relevant vibration and component Fatigue endurance test content and procedures. Strong hands-on skills, familiar with welding, metalworking and other work. It is possible to create simple models and fixtures independently. Ability to work independently. Agree and adapt to the three-shift and continuous operation of the laboratory. Have a certain ability to read, write and communicate in English. Have a hard-working personality and teamwork spirit.

Signals

Skill —

—

Alias —

—

KRA sitecore-dev

0.44

Post-classification

Centroidupdated · n=11

Alias collision log—

New-role queue—

New skills captured9

New KRA capturedyes

Captured for admin review

Mechanical Engineering primary ↔ Manual Test Engineer pending

Automotive Testing primary ↔ Manual Test Engineer pending

Verification Testing primary ↔ Manual Test Engineer pending

Exhaust Systems primary ↔ Manual Test Engineer pending

Engine Components primary ↔ Manual Test Engineer pending

Vibration Testing primary ↔ Manual Test Engineer pending

Fatigue Testing primary ↔ Manual Test Engineer pending

Welding primary ↔ Manual Test Engineer pending

Metalworking primary ↔ Manual Test Engineer pending

R&R fragment (sim 0.00) ↔ Manual Test Engineer pending

v3 pipeline · Manual Test Engineer

pending

0 · charter approved 2026-05-27T17:39:29.580692Z 18.3s

1 · anchor approved 2026-05-27T17:39:49.224667Z 5.1s

2 · dim_gen approved 2026-05-27T17:39:57.309977Z 48.1s

3 · reconciler awaiting_review 2026-05-27T17:40:49.377782Z 155.6s

4 · typing pending — —

5 · placement pending — —

6 · containment pending — —

7 · enrichment pending — —

8 · catalog_load pending — —

Status: completed Created: 2026-05-27T17:39:27.546294Z Updated: 2026-05-27T17:40:37.621304Z API 3 duration: 1484 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

Manual Test Engineer

CASE EXCEL_NEW

slug: manual-test-engineer · id: 65 · source: db

JD title 'Test Engineer' not in catalog; Excel taxonomy matched 'Manual Test Engineer' (confidence 0.80): The responsibilities outlined in the JD, such as performing tests, preparing test reports, and maintaining equipment, align closely with the role of a Manual Test Engineer, which focuses on manual test execution and quality assurance.

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Your Mission, Roles And Responsibilities

The Test Engineer prepares and executes the test mainly according to the requirements of the test arrangement. Its main responsibilities are as follows:

 Perform and implement the test and be responsible for the preparation of the test sample & sample installation in Test bench.

 Responsible for LAB equipemnt maintainace.

 Responsibility to keep & track the sample incoming for testing , storage after validation & sample management.

 Periodically maintain the equipment according to the maintenance schedule to eliminate general equipment failures.

 Based on pilot plan, Can adapt to continuous shift operation.

 Completion of related tasks assigned by supervisors in a timely manner.

 Responsibility to prepare test report after test complition.

Your profile and competencies to succeed

Qualifications

The post technician should have:

 BE / B Tech – Mechanical Engineering .

 There is a background in the relevant test/verification work for the auto parts industry. Have the best working experience for 2-4 years.

 Experience in exhaust system and exhaust related Engine component.

 Be familiar with relevant vibration and component Fatigue endurance test content and procedures.

 Strong hands-on skills, familiar with welding, metalworking and other work. It is possible to create simple models and fixtures independently.

 Ability to work independently.

 Agree and adapt to the three-shift and continuous operation of the laboratory.

 Have a certain ability to read, write and communicate in English.

 Have a hard-working personality and teamwork spirit.

What We Can Do For You

• At Forvia, you will find an engaging and dynamic environment where you can contribute to the development of sustainable mobility leading technologies.
• We are the seventh-largest global automotive supplier, employing more than 157,000 people in more than 40 countries which makes a lot of opportunity for career development.
• We welcome energetic and agile people who can thrive in a fast-changing environment. People who share our strong values. Team players with a collaborative mindset and a passion to deliver high standards for our clients. Lifelong learners. High performers. Globally minded people who aspire to work in a transforming industry, where excellence, speed, and quality count.
• We cultivate a learning environment, dedicating tools and resources to ensure we remain at the forefront of mobility. Our people enjoy an average of more than 22 hours of online and in-person training within FORVIA University (five campuses around the world)
• We offer a multicultural environment that values diversity and international collaboration. We believe that diversity is a strength. To create an inclusive culture where all forms of diversity create real value for the company, we have adopted gender diversity targets and inclusion action plans.
• Achieving CO2 Net Zero as a pioneer of the automotive industry is a priority: In June 2022, Forvia became the first global automotive group to be certified with the new SBTI Net-Zero Standard (the most ambitious standard of SBTi), aligned with the ambition of the 2015 Paris Agreement of limiting global warming to 1.5°C. Three principles guide our action: use less, use better and use longer, with a focus on recyclability and circular economy.

Why join us

FORVIA is an automotive technology group at the heart of smarter and more sustainable mobility. We bring together expertise in electronics, clean mobility, lighting, interiors, seating, and lifecycle solutions to drive change in the automotive industry.

With a history stretching back more than a century, we are the 7th largest global automotive supplier, employing more than 157,000 people in 43 countries. You'll find our technology in around 1 out of 2 vehicles produced anywhere in the world.

In June 2022, we became the 1st global automotive group to be certified with the SBTI Net-Zero Standard. We have committed to reach CO2 Net Zero by no later than 2045.

As technological innovation and the need for sustainability transform the automotive industry, we are ideally positioned to deliver solutions that will enhance the lives of road-users everywhere.

Skills from this JD

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

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

Skill enrichment (orchestrator / LLM)