feat: biomedical-engineer skill package v0.1.0
This commit is contained in:
31
PROVENANCE.md
Normal file
31
PROVENANCE.md
Normal file
@@ -0,0 +1,31 @@
|
||||
# Data provenance — biomedical-engineer
|
||||
|
||||
Where the content of this skill package comes from, counted by
|
||||
content items (tasks, competences, tools, evidence entries, curated
|
||||
knowledge). Rendered live by Gitea:
|
||||
|
||||
```mermaid
|
||||
%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
|
||||
pie showData
|
||||
title Content sources — biomedical-engineer
|
||||
"ESCO (occupation & competences)" : 68
|
||||
"O*NET (tasks & tools)" : 59
|
||||
"Job boards (market evidence)" : 74
|
||||
"Anthropic official Claude skills" : 5
|
||||
"External AI skill packs (mapped)" : 123
|
||||
```
|
||||
|
||||
| Source | Items | Share | Files |
|
||||
|---|---|---|---|
|
||||
| ESCO (occupation & competences) | 68 | 20.7 % | references/profile.md, references/skills.md |
|
||||
| O*NET (tasks & tools) | 59 | 17.9 % | references/tasks.md, references/tools.md |
|
||||
| Job boards (market evidence) | 74 | 22.5 % | references/market.md (full report) + "Market evidence" headline sections |
|
||||
| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
|
||||
| Anthropic official Claude skills | 5 | 1.5 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
|
||||
| External AI skill packs (mapped) | 123 | 37.4 % | references/ai-skills.md (per-source attribution inside) |
|
||||
| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
|
||||
|
||||
Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
|
||||
job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
|
||||
paraphrased with source URLs — never copied · external AI skills are
|
||||
linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
|
||||
58
SKILL.md
Normal file
58
SKILL.md
Normal file
@@ -0,0 +1,58 @@
|
||||
---
|
||||
name: biomedical-engineer
|
||||
description: "Occupational skill for the role 'biomedical engineer' (also: biomedical technology engineering specialist, biomedical technology engineering consultant, BME consultant, BME specialist, BME expert, biomedical technology engineering adviser). Use when the user asks for typical biomedical engineer work such as: Inspect, test, or troubleshoot malfunctioning medical or related equipment, following manufacturers' specifications and using test and analysis instruments.; Install medical equipment.; Examine medical equipment or facility's structural environment and check for proper use of equipment to protect patients and staff from electrical or mechanical hazards and to ensure compliance with safety regulations."
|
||||
---
|
||||
|
||||
# Biomedical Engineer
|
||||
|
||||
Biomedical engineers combine knowledge of engineering principles and biological findings for the development of medical treatments, medicaments, and general healthcare purposes. They can develop solutions ranging from the improvement of the components in conventional medicaments up to implants developments, and tissue treatment.
|
||||
|
||||
## Core workflow
|
||||
|
||||
1. Inspect, test, or troubleshoot malfunctioning medical or related equipment, following manufacturers' specifications and using test and analysis instruments.
|
||||
2. Install medical equipment.
|
||||
3. Examine medical equipment or facility's structural environment and check for proper use of equipment to protect patients and staff from electrical or mechanical hazards and to ensure compliance with safety regulations.
|
||||
4. Disassemble malfunctioning equipment and remove, repair, or replace defective parts, such as motors, clutches, or transformers.
|
||||
5. Keep records of maintenance, repair, and required updates of equipment.
|
||||
6. Perform preventive maintenance or service, such as cleaning, lubricating, or adjusting equipment.
|
||||
7. Test or calibrate components or equipment, following manufacturers' manuals and troubleshooting techniques, using hand tools, power tools, or measuring devices.
|
||||
8. Explain or demonstrate correct operation or preventive maintenance of medical equipment to personnel.
|
||||
|
||||
## How to use this skill
|
||||
|
||||
- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
|
||||
- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
|
||||
- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
|
||||
- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
|
||||
- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
|
||||
|
||||
## Key competences (essential)
|
||||
|
||||
- adjust engineering designs
|
||||
- apply scientific methods
|
||||
- approve engineering design
|
||||
- assess the feasibility of implementing developments
|
||||
- biology
|
||||
- biomedical engineering
|
||||
- collect biological data
|
||||
- demonstrate disciplinary expertise
|
||||
- develop test procedures
|
||||
- engineering principles
|
||||
- engineering processes
|
||||
- execute analytical mathematical calculations
|
||||
- genetics
|
||||
- interact professionally in research and professional environments
|
||||
- manage personal professional development
|
||||
|
||||
## Hot technologies
|
||||
|
||||
- Salesforce software
|
||||
- Microsoft Outlook
|
||||
- SAP software
|
||||
- Microsoft Office software
|
||||
- Microsoft PowerPoint
|
||||
- Microsoft Excel
|
||||
- Microsoft Word
|
||||
|
||||
---
|
||||
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/01ffb917-98dc-48c1-91ad-93c4104e791d), O*NET 30.3 (49-9062.00). See manifest.json for licensing/attribution.*
|
||||
166
manifest.json
Normal file
166
manifest.json
Normal file
@@ -0,0 +1,166 @@
|
||||
{
|
||||
"name": "biomedical-engineer",
|
||||
"title": "biomedical engineer",
|
||||
"version": "0.1.0",
|
||||
"layer": "core",
|
||||
"language": "en",
|
||||
"generated": "2026-07-07",
|
||||
"ids": {
|
||||
"esco_uri": "http://data.europa.eu/esco/occupation/01ffb917-98dc-48c1-91ad-93c4104e791d",
|
||||
"esco_code": "2149.5.1",
|
||||
"isco_group": "2149",
|
||||
"onet_soc": "49-9062.00",
|
||||
"crosswalk_match": "closeMatch"
|
||||
},
|
||||
"sources": [
|
||||
{
|
||||
"name": "ESCO",
|
||||
"version": "1.2.1",
|
||||
"url": "https://esco.ec.europa.eu/"
|
||||
},
|
||||
{
|
||||
"name": "O*NET",
|
||||
"version": "30.3",
|
||||
"url": "https://www.onetcenter.org/",
|
||||
"license": "CC BY 4.0"
|
||||
}
|
||||
],
|
||||
"attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
|
||||
"counts": {
|
||||
"tasks": 20,
|
||||
"dwas": 26,
|
||||
"skills_essential": 25,
|
||||
"skills_optional": 42,
|
||||
"software": 12
|
||||
},
|
||||
"enrichment_ai_skills": {
|
||||
"generated": "2026-07-14",
|
||||
"method": "deterministic mapping (ISCO prefix + title/competence keywords)",
|
||||
"sources": {
|
||||
"anthropics/skills": {
|
||||
"repo": "https://github.com/anthropics/skills",
|
||||
"commit": "f6656c1",
|
||||
"license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
|
||||
"skills": 2
|
||||
},
|
||||
"davila7/claude-code-templates": {
|
||||
"repo": "https://github.com/davila7/claude-code-templates",
|
||||
"commit": "fa79251",
|
||||
"license": "MIT",
|
||||
"skills": 12
|
||||
},
|
||||
"alirezarezvani/claude-skills": {
|
||||
"repo": "https://github.com/alirezarezvani/claude-skills",
|
||||
"commit": "0241f43",
|
||||
"license": "MIT",
|
||||
"skills": 9
|
||||
},
|
||||
"brycewang-stanford/Auto-Empirical-Research-Skills": {
|
||||
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
|
||||
"commit": "85bf545",
|
||||
"license": "CC-BY-4.0",
|
||||
"skills": 10
|
||||
},
|
||||
"K-Dense-AI/claude-scientific-skills": {
|
||||
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
|
||||
"commit": "4d97e29",
|
||||
"license": "MIT",
|
||||
"skills": 9
|
||||
},
|
||||
"foryourhealth111-pixel/Vibe-Skills": {
|
||||
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
|
||||
"commit": "34429a8",
|
||||
"license": "Apache-2.0",
|
||||
"skills": 5
|
||||
},
|
||||
"K-Dense-AI/scientific-agent-skills": {
|
||||
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
|
||||
"commit": "4d97e29",
|
||||
"license": "MIT",
|
||||
"skills": 9
|
||||
},
|
||||
"a5c-ai/babysitter": {
|
||||
"repo": "https://github.com/a5c-ai/babysitter",
|
||||
"commit": "44a5d58b",
|
||||
"license": "MIT",
|
||||
"skills": 12
|
||||
},
|
||||
"Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": {
|
||||
"repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance",
|
||||
"commit": "71d8920",
|
||||
"license": "MIT",
|
||||
"skills": 1
|
||||
},
|
||||
"affaan-m/everything-claude-code": {
|
||||
"repo": "https://github.com/affaan-m/everything-claude-code",
|
||||
"commit": "ed38744",
|
||||
"license": "MIT",
|
||||
"skills": 1
|
||||
},
|
||||
"softaworks/agent-toolkit": {
|
||||
"repo": "https://github.com/softaworks/agent-toolkit",
|
||||
"commit": "3027f20",
|
||||
"license": "MIT",
|
||||
"skills": 1
|
||||
},
|
||||
"aaron-he-zhu/aaron-marketing-skills": {
|
||||
"repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills",
|
||||
"commit": "b7b0b9f",
|
||||
"license": "Apache-2.0",
|
||||
"skills": 1
|
||||
},
|
||||
"jeremylongshore/claude-code-plugins-plus-skills": {
|
||||
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
|
||||
"commit": "e112938a",
|
||||
"license": "MIT",
|
||||
"skills": 5
|
||||
},
|
||||
"ruvnet/claude-code-flow": {
|
||||
"repo": "https://github.com/ruvnet/claude-code-flow",
|
||||
"commit": "73914bd",
|
||||
"license": "MIT",
|
||||
"skills": 1
|
||||
},
|
||||
"ruvnet/ruflo": {
|
||||
"repo": "https://github.com/ruvnet/ruflo",
|
||||
"commit": "73914bd",
|
||||
"license": "MIT",
|
||||
"skills": 1
|
||||
},
|
||||
"nexscope-ai/eCommerce-Skills": {
|
||||
"repo": "https://github.com/nexscope-ai/eCommerce-Skills",
|
||||
"commit": "56f3288",
|
||||
"license": "MIT",
|
||||
"skills": 1
|
||||
}
|
||||
},
|
||||
"total_skills": 80,
|
||||
"tiers": {
|
||||
"core": 78,
|
||||
"adjacent": 2
|
||||
}
|
||||
},
|
||||
"provenance": {
|
||||
"items": {
|
||||
"esco": 68,
|
||||
"onet": 59,
|
||||
"jobads": 74,
|
||||
"wiki_ai": 0,
|
||||
"anthropic": 5,
|
||||
"ai_skills": 123,
|
||||
"stackx": 0
|
||||
},
|
||||
"share_percent": {
|
||||
"esco": 20.7,
|
||||
"onet": 17.9,
|
||||
"jobads": 22.5,
|
||||
"wiki_ai": 0.0,
|
||||
"anthropic": 1.5,
|
||||
"ai_skills": 37.4,
|
||||
"stackx": 0.0
|
||||
},
|
||||
"method": "content items per source category"
|
||||
},
|
||||
"collar": "white",
|
||||
"computer_work": true
|
||||
}
|
||||
226
references/ai-skills.md
Normal file
226
references/ai-skills.md
Normal file
@@ -0,0 +1,226 @@
|
||||
# External AI agent skills — biomedical-engineer
|
||||
|
||||
Proven, publicly available AI agent skills mapped to this occupation.
|
||||
Nothing is copied from the sources: every entry is a name, a one-line
|
||||
summary and a link to the upstream skill package. Each section names
|
||||
its source repository, commit, license and retrieval date.
|
||||
|
||||
**Tiers:** `core` = the skill directly exercises a top market hard
|
||||
skill, tool or method (from gated job-ad evidence) or an essential
|
||||
ESCO competence of this occupation; `adjacent` =
|
||||
plausibly useful, secondary. Entries are capped at 12 per source
|
||||
and 80 in total per occupation (core first,
|
||||
strongest matches survive); everything beyond the caps is excluded
|
||||
and logged in the pipeline audit trail, not in this package.
|
||||
|
||||
_Matched deterministically (ISCO group + title/competence keywords,
|
||||
tiered against market evidence + ESCO essentials) by
|
||||
`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
|
||||
|
||||
## Source: anthropics/skills
|
||||
|
||||
- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
|
||||
- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
|
||||
| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
|
||||
|
||||
## Source: a5c-ai/babysitter
|
||||
|
||||
- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `iec62304-lifecycle-manager` | core | Medical device software lifecycle management skill implementing IEC 62304 requirements | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iec62304-lifecycle-manager) |
|
||||
| `iso14971-risk-analyzer` | core | Comprehensive risk management skill implementing ISO 14971:2019 methodology for medical device risk analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso14971-risk-analyzer) |
|
||||
| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) |
|
||||
| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) |
|
||||
| `extractables-leachables-analyzer` | core | E&L study design and data analysis skill for chemical characterization of medical devices | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/extractables-leachables-analyzer) |
|
||||
| `software-vv-test-generator` | core | Medical device software verification and validation test case generation skill | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/software-vv-test-generator) |
|
||||
| `aiml-validation-framework` | core | AI/ML medical device validation skill implementing FDA's GMLP principles | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/aiml-validation-framework) |
|
||||
| `clinical-study-designer` | core | Clinical study design skill for medical device trials including IDE studies and post-market studies | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/clinical-study-designer) |
|
||||
| `cybersecurity-risk-assessor` | core | Medical device cybersecurity risk assessment skill per FDA premarket and postmarket guidance | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/cybersecurity-risk-assessor) |
|
||||
| `dicom-conformance-validator` | core | DICOM conformance testing and integration skill for medical imaging systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/dicom-conformance-validator) |
|
||||
| `iso-standards-compliance-checker` | core | Medical device standards compliance verification skill for ISO 13485, ISO 14971, IEC 62304, IEC 60601, and related standards | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso-standards-compliance-checker) |
|
||||
| `medical-coding-audit` | core | Review clinical documentation and assigned codes for accuracy, compliance, and optimization, identifying documentation improvement opportunities and coding errors | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/medical-coding-audit) |
|
||||
|
||||
## Source: aaron-he-zhu/aaron-marketing-skills
|
||||
|
||||
- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
|
||||
- License: Apache-2.0
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) |
|
||||
|
||||
## Source: affaan-m/everything-claude-code
|
||||
|
||||
- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) |
|
||||
|
||||
## Source: alirezarezvani/claude-skills
|
||||
|
||||
- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `quality-documentation-manager` | core | Document control system management for medical device QMS. Covers document numbering, version control, change management, and 21 CFR Part 11 compliance. Use when working on document control procedures, change control workflows, document … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-documentation-manager) |
|
||||
| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System implementation and maintenance for medical device organizations. Provides QMS design, documentation control, internal auditing, CAPA management, and certification support. Use when working with medical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-manager-qms-iso13485) |
|
||||
| `risk-management-specialist` | core | Medical device risk management specialist implementing ISO 14971 throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use when user mentions risk management, ISO … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/risk-management-specialist) |
|
||||
| `capa-officer` | core | CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use when running CAPA investigations, 5-Why analysis, fishbone diagrams, root cause … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/capa-officer) |
|
||||
| `fda-consultant-specialist` | core | FDA regulatory consultant for medical device companies. Provides 510(k)/PMA/De Novo pathway guidance, QMSR (21 CFR 820, which incorporates ISO 13485:2016 by reference since 2026-02-02; formerly QSR) compliance, HIPAA assessments, and … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/fda-consultant-specialist) |
|
||||
| `qms-audit-expert` | core | ISO 13485 internal audit expertise for medical device QMS. Covers audit planning, execution, nonconformity classification, and CAPA verification. Use when planning internal audits, executing audits, classifying findings, preparing for … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/qms-audit-expert) |
|
||||
| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) |
|
||||
| `mdr-745-specialist` | core | EU MDR 2017/745 compliance specialist for medical device classification, technical documentation, clinical evidence, and post-market surveillance. Covers Annex VIII classification rules, Annex II/III technical files, Annex XIV clinical … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/mdr-745-specialist) |
|
||||
| `regulatory-affairs-head` | core | Senior Regulatory Affairs Manager for HealthTech and MedTech companies. Prepares FDA 510(k), De Novo, and PMA submission packages; analyzes regulatory pathways for new medical devices; drafts responses to FDA deficiency letters and … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/regulatory-affairs-head) |
|
||||
|
||||
## Source: brycewang-stanford/Auto-Empirical-Research-Skills
|
||||
|
||||
- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
|
||||
- License: CC-BY-4.0
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `biomedical-skills` | core | 24 biomedical research skills. Trigger: medical research, clinical trials, genomics, bioinformatics. Design: domain databases, wet-lab/dry-lab methods, and ethical compliance guides. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical) |
|
||||
| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
|
||||
| `claude-scientific-guide` | core | Ready-to-use agent skills for scientific research and engineering | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/claude-scientific-guide) |
|
||||
| `med-researcher-r1-guide` | core | Medical deep research agent with reasoning chain analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/med-researcher-r1-guide) |
|
||||
| `medical-imaging-guide` | core | Medical image analysis with deep learning for research applications | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/medical-imaging-guide) |
|
||||
| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) |
|
||||
| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) |
|
||||
| `humanizer_academic` | core | Remove signs of AI-generated writing from academic medical papers. Use when editing or reviewing manuscripts to make them sound more natural and professionally written. Based on Wikipedia's "Signs of AI writing" guide, adapted for medical … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/44-matsuikentaro1-humanizer_academic) |
|
||||
| `new-project` | core | Full research pipeline from idea to paper. Orchestrates all phases — discovery, strategy, analysis, writing, peer review, and submission. Use when starting a new research project from scratch. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/new-project) |
|
||||
| `research-ideation` | core | This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/research-ideation) |
|
||||
|
||||
## Source: davila7/claude-code-templates
|
||||
|
||||
- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-manager-qms-iso13485) |
|
||||
| `fda-consultant-specialist` | core | Senior FDA consultant and specialist for medical device companies including HIPAA compliance and requirement management. Provides FDA pathway expertise, QSR compliance, cybersecurity guidance, and regulatory submission support. Use for FDA … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/fda-consultant-specialist) |
|
||||
| `mdr-745-specialist` | core | EU MDR 2017/745 regulation specialist and consultant for medical device requirement management. Provides comprehensive MDR compliance expertise, gap analysis, technical documentation guidance, clinical evidence requirements, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/mdr-745-specialist) |
|
||||
| `risk-management-specialist` | core | Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout product lifecycle. Provides risk analysis, risk evaluation, risk control, and post-production information analysis. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/risk-management-specialist) |
|
||||
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/treatment-plans) |
|
||||
| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) |
|
||||
| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) |
|
||||
| `dependency-updater` | core | Smart dependency management for any language. Auto-detects project type, applies safe updates automatically, prompts for major versions, diagnoses and fixes dependency issues. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/dependency-updater) |
|
||||
| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) |
|
||||
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) |
|
||||
| `biomni` | core | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical analysis. Use this skill when conducting multi-step biomedical research including CRISPR … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/biomni) |
|
||||
| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/market-research-reports) |
|
||||
|
||||
## Source: foryourhealth111-pixel/Vibe-Skills
|
||||
|
||||
- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
|
||||
- License: Apache-2.0
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/iso-13485-certification) |
|
||||
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/treatment-plans) |
|
||||
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
|
||||
| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) |
|
||||
| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) |
|
||||
|
||||
## Source: jeremylongshore/claude-code-plugins-plus-skills
|
||||
|
||||
- Repository: [https://github.com/jeremylongshore/claude-code-plugins-plus-skills](https://github.com/jeremylongshore/claude-code-plugins-plus-skills) (commit `e112938a`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `windsurf-cascade-context` | core | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) |
|
||||
| `abridge-deploy-integration` | core | Deploy Abridge clinical AI integration to HIPAA-compliant cloud infrastructure. Use when deploying to GCP Cloud Run, AWS ECS, or Azure Container Apps with healthcare-grade secrets management and compliance controls. Trigger: "deploy … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-deploy-integration) |
|
||||
| `twinmind-data-handling` | core | Handle TwinMind meeting data with GDPR compliance: transcript storage, memory vault management, data export, and deletion policies. Use when implementing data handling, or managing TwinMind meeting AI operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-data-handling) |
|
||||
| `abridge-debug-bundle` | core | Collect Abridge debug evidence for support tickets and troubleshooting. Use when filing Abridge support tickets, collecting diagnostic data, or preparing evidence for escalation to Abridge engineering. Trigger: "abridge debug bundle", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-debug-bundle) |
|
||||
| `speak-common-errors` | core | Diagnose and fix common Speak API errors: authentication failures, audio format issues, rate limits, and session management problems. Use when implementing common errors features, or troubleshooting Speak language learning integration … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-common-errors) |
|
||||
|
||||
## Source: K-Dense-AI/claude-scientific-skills
|
||||
|
||||
- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/iso-13485-certification) |
|
||||
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/treatment-plans) |
|
||||
| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hugging-science) |
|
||||
| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
|
||||
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) |
|
||||
| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-brainstorming) |
|
||||
| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/market-research-reports) |
|
||||
| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/research-lookup) |
|
||||
| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) |
|
||||
|
||||
## Source: K-Dense-AI/scientific-agent-skills
|
||||
|
||||
- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/iso-13485-certification) |
|
||||
| `treatment-plans` | core | Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/treatment-plans) |
|
||||
| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hugging-science) |
|
||||
| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
|
||||
| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) |
|
||||
| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-brainstorming) |
|
||||
| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/market-research-reports) |
|
||||
| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/research-lookup) |
|
||||
| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) |
|
||||
|
||||
## Source: nexscope-ai/eCommerce-Skills
|
||||
|
||||
- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `supply-chain-optimization-tiktok` | core | Supply Chain Bottleneck Analyzer for TikTok Shop sellers. Diagnose cash flow, inventory turnover, affiliate commissions, and return rates. Includes FBT cost analysis, influencer payout optimization, and viral product lifecycle management. … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-tiktok) |
|
||||
|
||||
## Source: ruvnet/claude-code-flow
|
||||
|
||||
- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
|
||||
|
||||
## Source: ruvnet/ruflo
|
||||
|
||||
- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) |
|
||||
|
||||
## Source: softaworks/agent-toolkit
|
||||
|
||||
- Repository: [https://github.com/softaworks/agent-toolkit](https://github.com/softaworks/agent-toolkit) (commit `3027f20`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `dependency-updater` | core | Smart dependency management for any language. Auto-detects project type, applies safe updates automatically, prompts for major versions, diagnoses and fixes dependency issues. | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/dependency-updater) |
|
||||
|
||||
## Source: Sushegaad/Claude-Skills-Governance-Risk-and-Compliance
|
||||
|
||||
- Repository: [https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance) (commit `71d8920`, retrieved 2026-07-14)
|
||||
- License: MIT
|
||||
|
||||
| Skill | Tier | What it adds | Upstream |
|
||||
|---|---|---|---|
|
||||
| `hipaa-compliance` | core | Expert HIPAA compliance assistant for healthcare and software contexts. Use this skill whenever the user mentions HIPAA, PHI (Protected Health Information), ePHI, covered entities, business associates, healthcare data privacy, medical … | [source](https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance/tree/71d8920/plugins/hipaa-compliance/skills/hipaa-compliance) |
|
||||
127
references/market.md
Normal file
127
references/market.md
Normal file
@@ -0,0 +1,127 @@
|
||||
# Market evidence report — biomedical-engineer
|
||||
|
||||
Source: **30 real job ads** (JSearch API, countries: us 30), 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 | 16 | 53 % |
|
||||
| senior | 7 | 23 % |
|
||||
| n/a | 3 | 10 % |
|
||||
| junior | 3 | 10 % |
|
||||
| lead | 1 | 3 % |
|
||||
|
||||
## Tools — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
|
||||
## Hard skills — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
| 1 | regulatory compliance | 8 | 27 % |
|
||||
| 2 | data analysis | 6 | 20 % |
|
||||
| 3 | troubleshooting | 6 | 20 % |
|
||||
| 4 | biomedical equipment repair | 4 | 13 % |
|
||||
| 5 | project management | 4 | 13 % |
|
||||
| 6 | biomedical engineering | 3 | 10 % |
|
||||
| 7 | inventory management | 3 | 10 % |
|
||||
| 8 | medical device design | 3 | 10 % |
|
||||
| 9 | medical equipment maintenance | 3 | 10 % |
|
||||
| 10 | medical equipment management | 3 | 10 % |
|
||||
|
||||
## Methods — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
| 1 | recall management | 3 | 10 % |
|
||||
|
||||
## Responsibilities — full market ranking
|
||||
|
||||
| # | Item | Ads | Share |
|
||||
|---|---|---|---|
|
||||
| 1 | equipment repair | 4 | 13 % |
|
||||
| 2 | data collection | 3 | 10 % |
|
||||
| 3 | regulatory compliance | 3 | 10 % |
|
||||
| 4 | report writing | 3 | 10 % |
|
||||
|
||||
## Regional breakdown
|
||||
|
||||
> **Corpus note:** 30 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
|
||||
|
||||
### US (us)
|
||||
|
||||
30 ads.
|
||||
|
||||
**Top hard skills:**
|
||||
|
||||
- regulatory compliance — 27 % (8 ads)
|
||||
- data analysis — 20 % (6 ads)
|
||||
- troubleshooting — 20 % (6 ads)
|
||||
- biomedical equipment repair — 13 % (4 ads)
|
||||
- project management — 13 % (4 ads)
|
||||
- biomedical engineering — 10 % (3 ads)
|
||||
- inventory management — 10 % (3 ads)
|
||||
- medical device design — 10 % (3 ads)
|
||||
- medical equipment maintenance — 10 % (3 ads)
|
||||
- medical equipment management — 10 % (3 ads)
|
||||
|
||||
**Top tools:**
|
||||
|
||||
- Abbott RALS — 7 % (2 ads)
|
||||
- CAE Healthcare — 7 % (2 ads)
|
||||
- CMMS — 7 % (2 ads)
|
||||
- Data Innovations Instrument Manager — 7 % (2 ads)
|
||||
- laboratory management systems — 7 % (2 ads)
|
||||
- Laerdal Medical — 7 % (2 ads)
|
||||
- Mimic Technologies — 7 % (2 ads)
|
||||
- Oracle Health (Cerner) — 7 % (2 ads)
|
||||
- PathNet — 7 % (2 ads)
|
||||
- Siemens UniPOC — 7 % (2 ads)
|
||||
|
||||
**Seniority:** mid 53 % · senior 23 % · n/a 10 % · junior 10 % · lead 3 %
|
||||
|
||||
### 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 Engineer | 4 |
|
||||
| Adjunct Faculty, Biomedical Engineering | 1 |
|
||||
| Advanced Biomedical Engineer | 1 |
|
||||
| Biomedical Engineer - Medical Device Lifecycle Lead | 1 |
|
||||
| Biomedical Engineer (Application Consultant) | 1 |
|
||||
| Biomedical Engineer / LMDI SME | 1 |
|
||||
| Biomedical Engineer / LMDI SME 21 | 1 |
|
||||
| Biomedical Engineer at Greenberg-Larraby, Inc. (GLI) Bethesda, MD | 1 |
|
||||
| Biomedical Engineer Jobs | 1 |
|
||||
| Biomedical Engineer Senior | 1 |
|
||||
| Biomedical Engineer Sr | 1 |
|
||||
| Biomedical Engineer US Army Medical Materiel Agency (USAMMA) | 1 |
|
||||
| Biomedical Engineer with Security Clearance | 1 |
|
||||
| Biomedical Engineering and Sciences - Fellowship Opportunities (Blast Induced Neurotrauma Branch) | 1 |
|
||||
| Biomedical Engineering Apprentice - AAMI Partner | 1 |
|
||||
| Biomedical Engineer-Neurosurgery | 1 |
|
||||
| Biomedical Equipment & Health IT SME; Federal | 1 |
|
||||
| Biomedical Equipment Design & Testing Engineer | 1 |
|
||||
| Biomedical/Biomechanical Engineer at Robson Forensic New Jersey | 1 |
|
||||
| Clinical Engineer | 1 |
|
||||
| Field Clinical Engineer - US | 1 |
|
||||
| HTM Project Engineer EHRM & Medical Systems (Hiring Immediately) | 1 |
|
||||
| Principal Biomedical Engineer | 1 |
|
||||
| Research Postdoctoral Fellow, Biomedical Engineering | 1 |
|
||||
| Senior Biomedical Engineer – Remote Medical Devices | 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.
|
||||
31
references/profile.md
Normal file
31
references/profile.md
Normal file
@@ -0,0 +1,31 @@
|
||||
# Occupation profile — biomedical engineer
|
||||
|
||||
- **ESCO URI:** http://data.europa.eu/esco/occupation/01ffb917-98dc-48c1-91ad-93c4104e791d
|
||||
- **ESCO code:** 2149.5.1
|
||||
- **ISCO-08 group:** 2149 — Engineering professionals not elsewhere classified
|
||||
- **O*NET-SOC:** 49-9062.00 — Medical Equipment Repairers (match: closeMatch)
|
||||
|
||||
## Description (ESCO)
|
||||
|
||||
Biomedical engineers combine knowledge of engineering principles and biological findings for the development of medical treatments, medicaments, and general healthcare purposes. They can develop solutions ranging from the improvement of the components in conventional medicaments up to implants developments, and tissue treatment.
|
||||
|
||||
## Definition
|
||||
|
||||
nan
|
||||
|
||||
## Alternative labels
|
||||
|
||||
- biomedical technology engineering specialist
|
||||
- biomedical technology engineering consultant
|
||||
- BME consultant
|
||||
- BME specialist
|
||||
- BME expert
|
||||
- biomedical technology engineering adviser
|
||||
- biomedical technology engineer
|
||||
- BME adviser
|
||||
- bio-medical engineer
|
||||
- biomedical engineering specialist
|
||||
- biomedical engineering consultant
|
||||
- biomedical engineering expert
|
||||
- biomedical engineering adviser
|
||||
- biomedical technology engineering expert
|
||||
90
references/skills.md
Normal file
90
references/skills.md
Normal file
@@ -0,0 +1,90 @@
|
||||
# Competences — biomedical engineer
|
||||
|
||||
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/01ffb917-98dc-48c1-91ad-93c4104e791d).
|
||||
|
||||
## Essential
|
||||
|
||||
- **adjust engineering designs** (skill/competence)
|
||||
- **apply scientific methods** (skill/competence)
|
||||
- **approve engineering design** (skill/competence)
|
||||
- **assess the feasibility of implementing developments** (skill/competence)
|
||||
- **biology** (knowledge)
|
||||
- **biomedical engineering** (knowledge)
|
||||
- **collect biological data** (skill/competence)
|
||||
- **demonstrate disciplinary expertise** (skill/competence)
|
||||
- **develop test procedures** (skill/competence)
|
||||
- **engineering principles** (knowledge)
|
||||
- **engineering processes** (knowledge)
|
||||
- **execute analytical mathematical calculations** (skill/competence)
|
||||
- **genetics** (knowledge)
|
||||
- **interact professionally in research and professional environments** (skill/competence)
|
||||
- **manage personal professional development** (skill/competence)
|
||||
- **manage research data** (skill/competence)
|
||||
- **mathematics** (knowledge)
|
||||
- **medical devices materials** (knowledge)
|
||||
- **operate open source software** (skill/competence)
|
||||
- **perform project management** (skill/competence)
|
||||
- **perform scientific research** (skill/competence)
|
||||
- **scientific research methodology** (knowledge)
|
||||
- **synthesise information** (skill/competence)
|
||||
- **test procedures** (knowledge)
|
||||
- **think abstractly** (skill/competence)
|
||||
|
||||
## Optional
|
||||
|
||||
- apply blended learning (skill/competence)
|
||||
- apply for research funding (skill/competence)
|
||||
- apply research ethics and scientific integrity principles in research activities (skill/competence)
|
||||
- assist in clinical trials (skill/competence)
|
||||
- biological chemistry (knowledge)
|
||||
- biotechnology (knowledge)
|
||||
- communicate with a non-scientific audience (skill/competence)
|
||||
- conduct research across disciplines (skill/competence)
|
||||
- design principles (knowledge)
|
||||
- design prototypes (skill/competence)
|
||||
- design scientific equipment (skill/competence)
|
||||
- develop pharmaceutical drugs (skill/competence)
|
||||
- develop product design (skill/competence)
|
||||
- develop professional network with researchers and scientists (skill/competence)
|
||||
- disseminate results to the scientific community (skill/competence)
|
||||
- draft design specifications (skill/competence)
|
||||
- draft scientific or academic papers and technical documentation (skill/competence)
|
||||
- evaluate research activities (skill/competence)
|
||||
- examine samples in dermatology (skill/competence)
|
||||
- gather experimental data (skill/competence)
|
||||
- general medicine (knowledge)
|
||||
- increase the impact of science on policy and society (skill/competence)
|
||||
- industrial design (knowledge)
|
||||
- integrate gender dimension in research (skill/competence)
|
||||
- interpret electromyograms (skill/competence)
|
||||
- laboratory techniques (knowledge)
|
||||
- life sciences (knowledge)
|
||||
- manage findable accessible interoperable and reusable data (skill/competence)
|
||||
- manage intellectual property rights (skill/competence)
|
||||
- manage open publications (skill/competence)
|
||||
- mentor individuals (skill/competence)
|
||||
- perform laboratory tests (skill/competence)
|
||||
- pharmaceutical chemistry (knowledge)
|
||||
- product data management (knowledge)
|
||||
- promote open innovation in research (skill/competence)
|
||||
- promote the participation of citizens in scientific and research activities (skill/competence)
|
||||
- promote the transfer of knowledge (skill/competence)
|
||||
- publish academic research (skill/competence)
|
||||
- research new treatments for blood related disorders (skill/competence)
|
||||
- speak different languages (skill/competence)
|
||||
- teach in academic or vocational contexts (skill/competence)
|
||||
- write scientific publications (skill/competence)
|
||||
|
||||
<!-- market-evidence -->
|
||||
|
||||
## Market evidence (job-ad analysis, 30 ads, as of 2026-07-09)
|
||||
|
||||
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
|
||||
|
||||
### Hard skills
|
||||
|
||||
- regulatory compliance — **27 %**
|
||||
- troubleshooting — **20 %**
|
||||
- data analysis — **20 %**
|
||||
|
||||
<!-- market-evidence -->
|
||||
55
references/tasks.md
Normal file
55
references/tasks.md
Normal file
@@ -0,0 +1,55 @@
|
||||
# Tasks & work activities — biomedical engineer
|
||||
|
||||
Source: O*NET 30.3, occupation 49-9062.00 (Medical Equipment Repairers).
|
||||
|
||||
## Task statements
|
||||
|
||||
- **[Core]** Inspect, test, or troubleshoot malfunctioning medical or related equipment, following manufacturers' specifications and using test and analysis instruments.
|
||||
- **[Core]** Install medical equipment.
|
||||
- **[Core]** Examine medical equipment or facility's structural environment and check for proper use of equipment to protect patients and staff from electrical or mechanical hazards and to ensure compliance with safety regulations.
|
||||
- **[Core]** Disassemble malfunctioning equipment and remove, repair, or replace defective parts, such as motors, clutches, or transformers.
|
||||
- **[Core]** Keep records of maintenance, repair, and required updates of equipment.
|
||||
- **[Core]** Perform preventive maintenance or service, such as cleaning, lubricating, or adjusting equipment.
|
||||
- **[Core]** Test or calibrate components or equipment, following manufacturers' manuals and troubleshooting techniques, using hand tools, power tools, or measuring devices.
|
||||
- **[Core]** Explain or demonstrate correct operation or preventive maintenance of medical equipment to personnel.
|
||||
- **[Core]** Study technical manuals or attend training sessions provided by equipment manufacturers to maintain current knowledge.
|
||||
- **[Core]** Plan and carry out work assignments, using blueprints, schematic drawings, technical manuals, wiring diagrams, or liquid or air flow sheets, following prescribed regulations, directives, or other instructions as required.
|
||||
- **[Core]** Solder loose connections, using soldering iron.
|
||||
- **[Core]** Test, evaluate, and classify excess or in-use medical equipment and determine serviceability, condition, and disposition, in accordance with regulations.
|
||||
- **[Core]** Research catalogs or repair part lists to locate sources for repair parts, requisitioning parts and recording their receipt.
|
||||
- **[Core]** Evaluate technical specifications to identify equipment or systems best suited for intended use and possible purchase, based on specifications, user needs, or technical requirements.
|
||||
- **[Core]** Compute power and space requirements for installing medical, dental, or related equipment and install units to manufacturers' specifications.
|
||||
- **[Core]** Repair shop equipment, metal furniture, or hospital equipment, including welding broken parts or replacing missing parts, or bring item into local shop for major repairs.
|
||||
- **[Supplemental]** Contribute expertise to develop medical maintenance standard operating procedures.
|
||||
- **[Supplemental]** Supervise or advise subordinate personnel.
|
||||
- **[Supplemental]** Make computations relating to load requirements of wiring or equipment, using algebraic expressions and standard formulas.
|
||||
- **[Supplemental]** Fabricate, dress down, or substitute parts or major new items to modify equipment to meet unique operational or research needs, working from job orders, sketches, modification orders, samples, or discussions with operating officials.
|
||||
|
||||
## Detailed work activities
|
||||
|
||||
- Adjust equipment to ensure optimal performance.
|
||||
- Advise others on issues related to repairs, installation, or equipment design.
|
||||
- Calculate requirements for equipment installation or repair projects.
|
||||
- Calibrate equipment to specifications.
|
||||
- Determine types of equipment, tools, or materials needed for jobs.
|
||||
- Disassemble equipment for maintenance or repair.
|
||||
- Fabricate parts or components.
|
||||
- Inspect mechanical equipment to locate damage, defects, or wear.
|
||||
- Install equipment attachments or components.
|
||||
- Install machine or equipment replacement parts.
|
||||
- Interpret blueprints, specifications, or diagrams to inform installation, development or operation activities.
|
||||
- Lubricate equipment to allow proper functioning.
|
||||
- Maintain repair or maintenance records.
|
||||
- Maintain work equipment or machinery.
|
||||
- Monitor work areas or procedures to ensure compliance with safety procedures.
|
||||
- Operate welding equipment.
|
||||
- Order materials, supplies, or equipment.
|
||||
- Plan work procedures.
|
||||
- Read technical information needed to perform maintenance or repairs.
|
||||
- Repair non-engine automotive or vehicle components.
|
||||
- Repair worn, damaged, or defective mechanical parts.
|
||||
- Solder parts or connections between parts.
|
||||
- Supervise employees.
|
||||
- Test mechanical equipment to ensure proper functioning.
|
||||
- Test mechanical systems to ensure proper functioning.
|
||||
- Train others in operational procedures.
|
||||
18
references/tools.md
Normal file
18
references/tools.md
Normal file
@@ -0,0 +1,18 @@
|
||||
# Tools & technology — biomedical engineer
|
||||
|
||||
Source: O*NET 30.3 'Software Skills' for 49-9062.00.
|
||||
|
||||
| Software | Category | Hot technology |
|
||||
|---|---|---|
|
||||
| Salesforce software | Customer relationship management CRM software | yes |
|
||||
| Microsoft Outlook | Electronic mail software | yes |
|
||||
| SAP software | Enterprise resource planning ERP software | yes |
|
||||
| Microsoft Office software | Office suite software | yes |
|
||||
| Microsoft PowerPoint | Presentation software | yes |
|
||||
| Microsoft Excel | Spreadsheet software | yes |
|
||||
| Microsoft Word | Word processing software | yes |
|
||||
| Computerized maintenance management system CMMS | Facilities management software | |
|
||||
| Web browser software | Internet browser software | |
|
||||
| Inventory control system software | Inventory management software | |
|
||||
| Medical equipment diagnostic software | Medical software | |
|
||||
| FaceTime | Video conferencing software | |
|
||||
Reference in New Issue
Block a user