106 lines
3.8 KiB
Markdown
106 lines
3.8 KiB
Markdown
# Market evidence report — manufacturing-engineer
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Source: **22 real job ads** (JSearch API, countries: us 22), extracted into the MSSQL evidence store; as of 2026-07-15.
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This report contains extracted, aggregated facts only — no ad text is
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reproduced (copyright / platform terms).
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## Seniority distribution
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| Seniority | Ads | Share |
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|---|---|---|
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| mid | 16 | 73 % |
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| senior | 5 | 23 % |
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| lead | 1 | 5 % |
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## Tools — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | Microsoft Office | 7 | 32 % |
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| 2 | CAD software | 4 | 18 % |
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| 3 | AutoCAD | 3 | 14 % |
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| 4 | Microsoft Excel | 3 | 14 % |
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| 5 | Microsoft PowerPoint | 3 | 14 % |
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| 6 | Microsoft Word | 3 | 14 % |
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| 7 | SolidWorks | 3 | 14 % |
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## Hard skills — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | data analysis | 6 | 27 % |
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| 2 | manufacturing engineering | 6 | 27 % |
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| 3 | process improvement | 6 | 27 % |
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| 4 | project management | 6 | 27 % |
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| 5 | business process reengineering | 4 | 18 % |
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| 6 | manufacturing process development | 4 | 18 % |
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| 7 | supply chain management | 4 | 18 % |
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| 8 | digital transformation | 3 | 14 % |
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| 9 | material flow analysis | 3 | 14 % |
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| 10 | process optimization | 3 | 14 % |
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| 11 | root cause analysis | 3 | 14 % |
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| 12 | troubleshooting | 3 | 14 % |
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| 13 | work instruction creation | 3 | 14 % |
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## Methods — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | lean manufacturing | 4 | 18 % |
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| 2 | Lean Six Sigma | 4 | 18 % |
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| 3 | total productive maintenance (TPM) | 4 | 18 % |
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| 4 | total quality management (TQM) | 4 | 18 % |
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| 5 | business case development | 3 | 14 % |
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| 6 | six sigma | 3 | 14 % |
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## Responsibilities — full market ranking
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| # | Item | Ads | Share |
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|---|---|---|---|
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| 1 | team leadership | 6 | 27 % |
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| 2 | client relationship management | 4 | 18 % |
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| 3 | thought leadership contribution | 4 | 18 % |
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| 4 | manufacturing engineering initiative delivery | 3 | 14 % |
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| 5 | material flow automation | 3 | 14 % |
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| 6 | plant design | 3 | 14 % |
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## Regional breakdown
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> **Corpus note:** 22 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
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### US (us)
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**Insufficient evidence** — 22 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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### UK (gb)
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**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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### EU/DACH (de, at, ch, nl)
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**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
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## Job title variants in the market
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| Title | Ads |
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|---|---|
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| Industry X – Industrial and Automotive Manufacturing Consulting Consultant | 3 |
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| Manufacturing Engineer | 3 |
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| Senior Specialist, Manufacturing Engineer | 3 |
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| Engineering III, Manufacturing Engineering | 1 |
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| Factory Planning and Optimization Engineer - Schuler Consulting | 1 |
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| Industry X - Industrial and Automotive Manufacturing Consulting Consultant | 1 |
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| Lead Aerospace Manufacturing Engineer | 1 |
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| Machining Manufacturing Engineer III | 1 |
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| Manufacturing Engineer (Associate or Experienced) | 1 |
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| Manufacturing Engineer III (Prince George, VA) | 1 |
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| Manufacturing Engineer or Principal Manufacturing Engineer | 1 |
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| Process Engineer - Process Models and Production Systems | 1 |
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| Senior Aerospace Manufacturing Engineer – EWIS & Avionics | 1 |
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| Senior Concurrent Manufacturing Engineer — Lead Kaizen & DFM | 1 |
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| Senior Manufacturing Engineer - Composites | 1 |
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| Senior Manufacturing Engineer - ITER | 1 |
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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.
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