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Snapshot before the quality program (relevance gates, tiered mapping, QA linter). v1 is the immutable before/after reference; evidence crawl was at ~175/3039 occupations when tagged. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
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Market evidence report — automotive-designer
Source: 27 real job ads (JSearch API, countries: us 27), extracted into the MSSQL evidence store; as of 2026-07-09. This report contains extracted, aggregated facts only — no ad text is reproduced (copyright / platform terms).
Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 14 | 52 % |
| senior | 5 | 19 % |
| lead | 4 | 15 % |
| junior | 3 | 11 % |
| n/a | 1 | 4 % |
Tools — full market ranking
| # | Item | Ads | Share |
|---|
Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | root cause analysis | 4 | 15 % |
| 2 | data analysis | 3 | 11 % |
| 3 | graphic design | 3 | 11 % |
| 4 | troubleshooting | 3 | 11 % |
Methods — full market ranking
| # | Item | Ads | Share |
|---|
Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 3 | 11 % |
| 2 | project management | 3 | 11 % |
Job title variants in the market
| Title | Ads |
|---|---|
| Automotive Body Structure Engineer - Richmond | 1 |
| Automotive Chassis Dynamics Engineer | 1 |
| Automotive Content Creator: Videos, Photos & Design | 1 |
| Automotive Design & Release Engineer - PDT Lead | 1 |
| Automotive Harness CAE Designer | 1 |
| Automotive Quality & Reliability Engineer (Warranty) | 1 |
| Automotive Structure & Closures Design Engineer I (Hiring Immediately) | 1 |
| Automotive Test Engineer | 1 |
| CFD Engineer – Automotive/Aerospace (Onsite Greensboro) | 1 |
| Detail New Car Prep - Full Time | 1 |
| Director of Design | 1 |
| Graphic Designer | 1 |
| Graphic Designer - Large Scale/Auto Wraps | 1 |
| Hybrid Senior UX/UI Design Lead for Retail Experience | 1 |
| Lead Business Intelligence Engineer | 1 |
| Lead Software Test Engineer | 1 |
| Metallurgical Engineer - Automotive | 1 |
| Product Engineer | 1 |
| Program Launch Engineer (Automotive) - Akron, PA | 1 |
| Remote Lead Automotive Design Consultant - VR GravitySketch | 1 |
| Senior Automotive HMI/UX Engineer | 1 |
| Senior Engineer, Automotive Product and Test Engineering | 1 |
| Senior Vehicle Integration and Test Technician | 1 |
| Sheet Metal Designer | 1 |
| Sr. Software Automotive Engineer - Motor Control | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.