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
3.4 KiB
Market evidence report — biology-technician
Source: 25 real job ads (JSearch API, countries: us 25), 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 | 12 | 48 % |
| n/a | 6 | 24 % |
| junior | 6 | 24 % |
| senior | 1 | 4 % |
Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Microsoft Excel | 5 | 20 % |
| 2 | Microsoft Word | 3 | 12 % |
Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 6 | 24 % |
| 2 | equipment maintenance | 3 | 12 % |
| 3 | laboratory operations | 3 | 12 % |
| 4 | laboratory testing | 3 | 12 % |
Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | standard operating procedures | 4 | 16 % |
| 2 | standard operating procedures (SOPs) | 3 | 12 % |
Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | reagent preparation | 6 | 24 % |
| 2 | inventory maintenance | 4 | 16 % |
| 3 | equipment maintenance | 3 | 12 % |
Regional breakdown
Corpus note: 25 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 — 25 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 |
|---|---|
| Adjunct College Laboratory Technician - Biological Sciences | 1 |
| Bio Lab Technician | 1 |
| Biological Science Technician | 1 |
| Biological Technician – Immunology & Molecular Methods | 1 |
| Biological Technician – Industry Engagement | 1 |
| Biology Lab Technician & Teaching Support (Full-Time) | 1 |
| Biology Lab Technician Classroom Support & Microscopy | 1 |
| CALS- Field Assistant III- Biological Science Technician | 1 |
| CALS- Technician III- Insect Rearing Technician- Ashley School | 1 |
| CALS-Technician II- Research Technician – Biological Sciences- Ecology & Evolutionary Biology | 1 |
| Lab Technician - Chemistry & Biology Experiments | 1 |
| Lab Technician, Fins and Limbs Lab - Biology | 1 |
| Laboratory Technician | 1 |
| Laboratory Technician- IMMEDIATE NEED | 1 |
| Molecular Biology Laboratory Technician | 1 |
| Molecular Research Technician I | 1 |
| Molecular Research Technician I Jobs | 1 |
| R&D Laboratory Technician | 1 |
| Research Technician | 1 |
| Research Technician - Tissue Recovery | 1 |
| Research Technician - Viral Tools | 1 |
| Senior Laboratory Technician | 1 |
| Songbird Research Technician - Wildlife and Fisheries Resources | 1 |
| Weekend Laboratory Technician - 3rd Shift (Part-Time) | 1 |
| Wet Lab Technician: Molecular Biology & Rodent Care | 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.