8514d2e352
Gate: 139 -> 78 relevant ads (44% rejected, all logged). Rankings clean of designer artifacts; DACH regional section live; ai-skills 427 -> 73 tiered; SKILL.md with clean intro, full competences, market-driven hot-tech and regeneration-proof overlays. Before/after in docs/reference-diff-ai-engineer.md. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
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Market evidence report — bioengineer
Source: 8 real job ads (JSearch API, countries: us 8), 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 | 3 | 38 % |
| n/a | 2 | 25 % |
| senior | 1 | 12 % |
| junior | 1 | 12 % |
| lead | 1 | 12 % |
Tools — full market ranking
| # | Item | Ads | Share |
|---|
Hard skills — full market ranking
| # | Item | Ads | Share |
|---|
Methods — full market ranking
| # | Item | Ads | Share |
|---|
Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|
Regional breakdown
Corpus note: 8 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 — 8 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 |
|---|---|
| Biomedical Engineers (Remote) | 1 |
| Cell Biology/Bioengineering/Biotechnology SME (Non-Cryogenic Cell Preservation) - REMOTE | 1 |
| Manager - biomedical engineering at Exponent Philadelphia, PA | 1 |
| Open Rank Track Faculty, Biomedical Engineering (BME) | 1 |
| Open-Rank, Tenured/Tenure Track Bioengineering Faculty | 1 |
| Research Associate I - College of Engineering - Biomedical Engineering | 1 |
| Research Scientist in Biomedical Engineering | 1 |
| Senior Biomedical Engineer: DoD WMD Analytics (Onsite) | 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.