3.1 KiB
Market evidence report — metallurgist
Source: 26 real job ads (JSearch API, countries: us 26), extracted into the MSSQL evidence store; as of 2026-07-17. This report contains extracted, aggregated facts only — no ad text is reproduced (copyright / platform terms).
Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 16 | 62 % |
| senior | 5 | 19 % |
| junior | 3 | 12 % |
| lead | 2 | 8 % |
Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Microsoft Excel | 5 | 19 % |
| 2 | Microsoft Word | 4 | 15 % |
| 3 | CAD/CAM software | 3 | 12 % |
Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 13 | 50 % |
| 2 | failure analysis | 5 | 19 % |
| 3 | materials science | 5 | 19 % |
| 4 | metallurgical analysis | 5 | 19 % |
| 5 | process optimization | 5 | 19 % |
| 6 | metallurgy | 4 | 15 % |
| 7 | quality control | 4 | 15 % |
| 8 | troubleshooting | 4 | 15 % |
| 9 | alloy specification | 3 | 12 % |
| 10 | heat treatment guidance | 3 | 12 % |
| 11 | materials engineering | 3 | 12 % |
| 12 | mineral processing | 3 | 12 % |
| 13 | raw material specification | 3 | 12 % |
| 14 | root cause analysis | 3 | 12 % |
Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | continuous improvement | 4 | 15 % |
| 2 | GD&T | 3 | 12 % |
Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | chemistry result review | 3 | 12 % |
| 2 | customer inquiry response | 3 | 12 % |
| 3 | material procedure preparation | 3 | 12 % |
| 4 | technical support | 3 | 12 % |
Regional breakdown
Corpus note: 26 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
US (us)
Insufficient evidence — 26 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
UK (gb)
Insufficient evidence — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
EU/DACH (de, at, ch, nl)
Insufficient evidence — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
Job title variants in the market
| Title | Ads |
|---|---|
| Metallurgist | 9 |
| Chief Metallurgist | 2 |
| Career Opportunities: Senior Metallurgist (17141) | 1 |
| Engineer, Metallurgical | 1 |
| Junior Metallurgist | 1 |
| Lead Metallurgist | 1 |
| Melt & Cast Metallurgist | 1 |
| Metallurgical Engineer (Ph.D) | 1 |
| Metallurgist (Hiring Immediately) | 1 |
| Metallurgist I | 1 |
| Plant Metallurgist | 1 |
| Senior Metallurgist | 1 |
| Senior Metallurgist - Process Metallurgy | 1 |
| Sr. Research Scientist (Metallurgy) Job | 1 |
| Steel Mill Operations Consultant | 1 |
| Technical Service Metallurgist | 1 |
| Waukesha Foundry is hiring: Metallurgist (Hiring Immediately) in Vernon | 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.