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feat: medical-physics-expert skill package v0.1.0

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# Data provenance — medical-physics-expert
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 — medical-physics-expert
"ESCO (occupation & competences)" : 45
"O*NET (tasks & tools)" : 55
"Job boards (market evidence)" : 68
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 126
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 45 | 15.1 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 55 | 18.4 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 68 | 22.7 % | 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 | 1.7 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 126 | 42.1 % | 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).

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---
name: medical-physics-expert
description: "Occupational skill for the role 'medical physics expert' (also: MPE, medical radiation physics expert, patients radiation protection optimisation expert, dosimetry expert, medical radiation physics specialist, medical physics specialist). Use when the user asks for typical medical physics expert work such as: Advise oncology team members on use of beam modifying or immobilization devices in radiation treatment plans.; Calculate, or verify calculations of, prescribed radiation doses.; Calculate the delivery of radiation treatment, such as the amount or extent of radiation per session, based on the prescribed course of radiation therapy."
---
# Medical Physics Expert
Medical physics experts advice on matters related to radiation physics applied to medical exposure. They are responsible for dosimetry and the optimisation of the radiation protection of patients and other individuals subjected to medical exposure, including the application and use of diagnostic reference levels. Medical physics experts are involved in the selection of medical radiological equipment, the quality assurance including acceptance testing, the preparation of technical specifications, and the installation, design and surveillance of the medical radiological installations. They also analyse the events involving accidental or unintended medical exposures and are responsible for the training of practitioners and other staff in relevant aspects of radiation protection.
## Core workflow
1. Advise oncology team members on use of beam modifying or immobilization devices in radiation treatment plans.
2. Calculate, or verify calculations of, prescribed radiation doses.
3. Calculate the delivery of radiation treatment, such as the amount or extent of radiation per session, based on the prescribed course of radiation therapy.
4. Conduct radiation oncology-related research, such as improving computer treatment planning systems or developing new treatment devices.
5. Create and transfer reference images and localization markers for treatment delivery, using image-guided radiation therapy.
6. Design the arrangement of radiation fields to reduce exposure to critical patient structures, such as organs, using computers, manuals, and guides.
7. Develop radiation treatment plans in consultation with members of the radiation oncology team.
8. Develop requirements for the use of patient immobilization devices and positioning aides, such as molds or casts, as part of treatment plans to ensure accurate delivery of radiation and comfort of patient.
## 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)
- advise on medical device features
- apply radiation protection procedures
- apply scientific methods
- assess radiation response
- calculate exposure to radiation
- comply with legislation related to health care
- comply with quality standards related to healthcare practice
- contribute to continuity of health care
- densiometry
- develop radiation protection strategies
- dosimetric planning
- ensure compliance with radiation protection regulations
- ensure safety of healthcare users
- evaluate delivery of radiation treatment
- follow clinical guidelines
## Hot technologies
- Eclipse IDE
- Epic Systems
- MEDITECH software
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/047108c3-f987-40a4-bef0-f2b3407ec16a), O*NET 30.3 (29-2036.00). See manifest.json for licensing/attribution.*

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{
"name": "medical-physics-expert",
"title": "medical physics expert",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/047108c3-f987-40a4-bef0-f2b3407ec16a",
"esco_code": "2269.3",
"isco_group": "2269",
"onet_soc": "29-2036.00",
"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": 19,
"dwas": 31,
"skills_essential": 32,
"skills_optional": 12,
"software": 4
},
"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
},
"K-Dense-AI/claude-scientific-skills": {
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 6
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 7
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 6
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 11
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"license": "MIT",
"skills": 4
},
"alirezarezvani/claude-skills": {
"repo": "https://github.com/alirezarezvani/claude-skills",
"commit": "0241f43",
"license": "MIT",
"skills": 11
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 12
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 9
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 5
},
"zebbern/claude-code-guide": {
"repo": "https://github.com/zebbern/claude-code-guide",
"commit": "d2c5280",
"license": "MIT",
"skills": 1
},
"open-gitagent/opengap": {
"repo": "https://github.com/open-gitagent/opengap",
"commit": "d7a8e2e",
"license": "MIT",
"skills": 1
},
"mvanhorn/last30days-skill": {
"repo": "https://github.com/mvanhorn/last30days-skill",
"commit": "4b02791",
"license": "MIT",
"skills": 1
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 1
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"wanshuiyin/Auto-claude-code-research-in-sleep": {
"repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
"commit": "eb5c9d7",
"license": "MIT",
"skills": 1
},
"mohitagw15856/pm-claude-skills": {
"repo": "https://github.com/mohitagw15856/pm-claude-skills",
"commit": "876fa30",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 78,
"adjacent": 2
}
},
"provenance": {
"items": {
"esco": 45,
"onet": 55,
"jobads": 68,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 126,
"stackx": 0
},
"share_percent": {
"esco": 15.1,
"onet": 18.4,
"jobads": 22.7,
"wiki_ai": 0.0,
"anthropic": 1.7,
"ai_skills": 42.1,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — medical-physics-expert
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 |
|---|---|---|---|
| `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) |
| `quality-metrics-measurement` | core | Collect, calculate, and report healthcare quality metrics including core measures, HEDIS, patient safety indicators, and value-based purchasing measures | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/quality-metrics-measurement) |
| `health-data-integration` | core | Facilitate interoperability between health IT systems including EHR, HIE, and clinical decision support through HL7, FHIR, and other healthcare data standards | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/health-data-integration) |
| `bioethics-deliberation` | core | Apply bioethical principles (autonomy, beneficence, non-maleficence, justice) and case-based reasoning to healthcare decisions, research protocols, and clinical dilemmas | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/philosophy/skills/bioethics-deliberation) |
| `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) |
| `eu-mdr-gspr-mapper` | core | EU MDR General Safety and Performance Requirements (GSPR) mapping and compliance documentation skill | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/eu-mdr-gspr-mapper) |
| `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) |
| `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) |
| `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) |
| `population-health-stratification` | core | Stratify patient populations by risk level using claims data, clinical data, and social determinants to prioritize care management interventions | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/population-health-stratification) |
| `workforce-demand-forecasting` | core | Project healthcare workforce requirements based on patient volume trends, acuity levels, productivity standards, and skill mix optimization | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/workforce-demand-forecasting) |
## 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 |
|---|---|---|---|
| `healthcare-emr-patterns` | core | EMR/EHR development patterns for healthcare applications. Clinical safety, encounter workflows, prescription generation, clinical decision support integration, and accessibility-first UI for medical data entry. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-emr-patterns) |
| `healthcare-eval-harness` | core | Patient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow integrity, and integration compliance. Blocks deployments on safety failures. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-eval-harness) |
| `healthcare-cdss-patterns` | core | Clinical Decision Support System (CDSS) development patterns. Drug interaction checking, dose validation, clinical scoring (NEWS2, qSOFA), alert severity classification, and integration into EMR workflows. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/healthcare-cdss-patterns) |
| `marketing-campaign` | core | End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email sequences, social posts, ad copy, short-form video scripts, and content calendars. Use as the … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/marketing-campaign) |
## 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) |
| `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) |
| `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) |
| `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) |
| `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) |
| `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) |
| `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) |
| `research-ops-skills` | core | Use when planning, funding, scoping, or synthesizing enterprise research across workstreams — clinical study design, R&D program finance, market sizing/surveys, or product/user research. Triggers on "design this clinical study", "what … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research-ops/skills/research-ops-skills) |
| `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) |
| `clinical-research` | core | — | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/.gemini/skills/clinical-research) |
| `grants` | core | NIH grant research skill for clinical researchers. Grill-me intake (research idea + career stage + preliminary data + environment + submission posture + known institute targets) locks down the funding strategy before any search runs. Runs … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research/grants/skills/grants) |
## Source: basicmachines-co/basic-memory
- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14)
- License: custom (see upstream LICENSE)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `memory-research` | core | Research an external subject using web search, synthesize findings into a structured Basic Memory entity. Use when asked to research a company, person, technology, or topic — or when a bare name or URL is provided that implies a research … | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-research) |
## 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) |
| `medical-data-api` | core | Access FDA drug data and WHO global health statistics for research | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/medical-data-api) |
| `code-review-excellence` | core | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/code-review-excellence) |
| `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) |
| `pharma-skills` | core | 6 pharmaceutical research skills. Trigger: drug discovery, pharmacology, clinical trial design, regulatory filing. Design: end-to-end pipeline from target identification to clinical trials. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/pharma) |
| `clinical-research-guide` | core | Design clinical studies and report using CONSORT, STROBE guidelines | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/clinical-research-guide) |
| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) |
| `bioagents-guide` | core | AI scientist framework for autonomous biological research workflows | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/bioagents-guide) |
## 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 |
|---|---|---|---|
| `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) |
| `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) |
| `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) |
| `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) |
| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-decision-support) |
| `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) |
| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-reports) |
| `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) |
| `clinicaltrials-database` | core | Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinicaltrials-database) |
| `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) |
## 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 |
|---|---|---|---|
| `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) |
| `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) |
| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinical-decision-support) |
| `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) |
| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinical-reports) |
| `clinicaltrials-database` | core | Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/clinicaltrials-database) |
| `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) |
## 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 |
|---|---|---|---|
| `abridge-sdk-patterns` | core | Apply production-ready patterns for Abridge clinical AI integration. Use when building reusable Abridge client wrappers, implementing HIPAA-compliant error handling, or establishing team coding standards for healthcare AI. Trigger: … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-sdk-patterns) |
| `abridge-local-dev-loop` | core | Configure Abridge local development with FHIR server, synthetic data, and hot reload. Use when setting up a development environment for clinical AI integration, testing encounter workflows locally, or iterating on EHR integration code. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-local-dev-loop) |
| `adobe-advanced-troubleshooting` | core | Apply advanced debugging techniques for Adobe API issues: IMS token introspection, Firefly job failure analysis, PDF Services error codes, and network-layer diagnostics for Adobe endpoints. Trigger with phrases like "adobe hard bug", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/adobe-pack/skills/adobe-advanced-troubleshooting) |
| `exa-advanced-troubleshooting` | core | Apply advanced debugging techniques for hard-to-diagnose Exa issues. Use when standard troubleshooting fails, investigating latency spikes, or preparing evidence bundles for Exa support escalation. Trigger with phrases like "exa hard bug", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/exa-pack/skills/exa-advanced-troubleshooting) |
| `perplexity-advanced-troubleshooting` | core | Apply advanced debugging techniques for hard-to-diagnose Perplexity Sonar API issues. Use when standard troubleshooting fails, investigating inconsistent citations, or preparing evidence for support escalation. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-advanced-troubleshooting) |
## 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 |
|---|---|---|---|
| `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) |
| `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) |
| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/clinical-decision-support) |
| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/clinical-reports) |
| `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) |
## 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 |
|---|---|---|---|
| `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) |
| `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) |
| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/clinical-decision-support) |
| `clinical-reports` | core | Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/clinical-reports) |
| `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) |
## Source: mohitagw15856/pm-claude-skills
- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `clinical-trial-protocol` | core | Draft a clinical trial protocol synopsis with the elements regulators and IRBs expect. Use when asked to write a clinical trial protocol, a study protocol synopsis, a trial design, or to structure endpoints/eligibility/statistics for an … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-health/skills/clinical-trial-protocol) |
## Source: mukul975/Anthropic-Cybersecurity-Skills
- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
## Source: mvanhorn/last30days-skill
- Repository: [https://github.com/mvanhorn/last30days-skill](https://github.com/mvanhorn/last30days-skill) (commit `4b02791`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `last30days` | core | Research what people actually say about any topic in the last 30 days. Pulls posts and engagement from Reddit, X, YouTube, TikTok, Hacker News, Polymarket, GitHub, and the web. Includes a doctor health check to diagnose broken or missing … | [source](https://github.com/mvanhorn/last30days-skill/tree/4b02791/skills/last30days) |
## Source: open-gitagent/opengap
- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
## Source: wanshuiyin/Auto-claude-code-research-in-sleep
- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) |
## Source: zebbern/claude-code-guide
- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) |

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# Market evidence report — medical-physics-expert
Source: **46 real job ads** (JSearch API, countries: us 46), 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 | 40 | 87 % |
| junior | 2 | 4 % |
| lead | 2 | 4 % |
| n/a | 1 | 2 % |
| senior | 1 | 2 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | treatment planning | 19 | 41 % |
| 2 | quality assurance | 13 | 28 % |
| 3 | regulatory compliance | 9 | 20 % |
| 4 | equipment calibration | 7 | 15 % |
| 5 | radiation safety | 6 | 13 % |
| 6 | radiation therapy physics | 6 | 13 % |
| 7 | dosimetry | 4 | 9 % |
| 8 | radiation oncology physics | 4 | 9 % |
| 9 | radiation therapy | 4 | 9 % |
| 10 | radiation protection | 3 | 7 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | collaboration with dosimetrists | 3 | 7 % |
| 2 | quality assurance | 3 | 7 % |
| 3 | regulatory compliance | 3 | 7 % |
## Regional breakdown
> **Corpus note:** 46 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
### US (us)
46 ads.
**Top hard skills:**
- treatment planning — 41 % (19 ads)
- quality assurance — 28 % (13 ads)
- regulatory compliance — 20 % (9 ads)
- equipment calibration — 15 % (7 ads)
- radiation safety — 13 % (6 ads)
- radiation therapy physics — 13 % (6 ads)
- dosimetry — 9 % (4 ads)
- radiation oncology physics — 9 % (4 ads)
- radiation therapy — 9 % (4 ads)
- radiation protection — 7 % (3 ads)
**Top tools:**
- ARIA EMR — 4 % (2 ads)
- Eclipse — 4 % (2 ads)
- GE Discovery 4D CT simulator — 4 % (2 ads)
- Varian 23EX linear accelerator — 4 % (2 ads)
- Varian Eclipse TPS — 4 % (2 ads)
- Varian linacs — 4 % (2 ads)
**Seniority:** mid 87 % · junior 4 % · lead 4 % · n/a 2 % · senior 2 %
### 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 |
|---|---|
| Medical Physicist job with UPMC in Johnstown, PA - Work under renowned leader | 2 |
| Certified Medical Physicist (MS or PhD) - Paris, TX | 1 |
| Chief of the Division of Medical Physics – Department of Radiation Oncology - Loyola Medicine | 1 |
| Chief Physicist, Radiation Oncology - Leader & QA Expert | 1 |
| Clinical Medical Physicist - Radiation Therapy Expert | 1 |
| Clinical Medical Physicist — Radiation Therapy Specialist | 1 |
| Clinical Medical Physicist – SBRT/SRS Specialist (Denton, TX) | 1 |
| Clinical Medical Physicist - SRS/SBRT Expertise (Remote) | 1 |
| Clinical Medical Physicist SBRT/SRS & HDR Expert | 1 |
| Clinical Medical Physicist: Radiation Therapy & SRS Expert | 1 |
| Clinical Radiation Physicist - IMRT/VMAT & SBRT Expert | 1 |
| Clinical Therapeutic Medical Physicist - IMRT/SBRT Expert | 1 |
| Diagnostic Medical Physicist (Faculty, all ranks) | 1 |
| Director - Physics and Dosimetry | 1 |
| Experts in radiophysics - H/F | 1 |
| Faculty Medical Physicist – Mass General Brigham/Harvard | 1 |
| Faculty Medical Physicist - Radiation Oncology Thomas Jefferson University Hospital | 1 |
| Health Physicist - Radiation Safety Expert for Hospitals | 1 |
| Imaging Physicist: Nuclear Medicine & Radiology Expert | 1 |
| Medical Physicist - Radiation Oncology, QA & Treatment Expert | 1 |
| Medical Physicist - SRS/SBRT Expert, Remote Options | 1 |
| Medical Physicist - Toledo Hospital - Diagnostic Radiology and Nuclear Medicine | 1 |
| Medical Physicist Chicago- 255484 | 1 |
| Medical Physicist Hawaii Radiation Oncology Specialist | 1 |
| Medical Physicist, Radiation Oncology Expert | 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.

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# Occupation profile — medical physics expert
- **ESCO URI:** http://data.europa.eu/esco/occupation/047108c3-f987-40a4-bef0-f2b3407ec16a
- **ESCO code:** 2269.3
- **ISCO-08 group:** 2269 — Health professionals not elsewhere classified
- **O*NET-SOC:** 29-2036.00 — Medical Dosimetrists (match: closeMatch)
## Description (ESCO)
Medical physics experts advice on matters related to radiation physics applied to medical exposure. They are responsible for dosimetry and the optimisation of the radiation protection of patients and other individuals subjected to medical exposure, including the application and use of diagnostic reference levels. Medical physics experts are involved in the selection of medical radiological equipment, the quality assurance including acceptance testing, the preparation of technical specifications, and the installation, design and surveillance of the medical radiological installations. They also analyse the events involving accidental or unintended medical exposures and are responsible for the training of practitioners and other staff in relevant aspects of radiation protection.
## Definition
nan
## Alternative labels
- MPE
- medical radiation physics expert
- patients radiation protection optimisation expert
- dosimetry expert
- medical radiation physics specialist
- medical physics specialist

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# Competences — medical physics expert
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/047108c3-f987-40a4-bef0-f2b3407ec16a).
## Essential
- **advise on medical device features** (skill/competence)
- **apply radiation protection procedures** (skill/competence)
- **apply scientific methods** (skill/competence)
- **assess radiation response** (skill/competence)
- **calculate exposure to radiation** (skill/competence)
- **comply with legislation related to health care** (skill/competence)
- **comply with quality standards related to healthcare practice** (skill/competence)
- **contribute to continuity of health care** (skill/competence)
- **densiometry** (knowledge)
- **develop radiation protection strategies** (skill/competence)
- **dosimetric planning** (knowledge)
- **ensure compliance with radiation protection regulations** (skill/competence)
- **ensure safety of healthcare users** (skill/competence)
- **evaluate delivery of radiation treatment** (skill/competence)
- **follow clinical guidelines** (skill/competence)
- **health technology assessment** (knowledge)
- **laboratory techniques** (knowledge)
- **maintain medical devices** (skill/competence)
- **mathematics** (knowledge)
- **measure physical phenomena in healthcare** (skill/competence)
- **medical devices** (knowledge)
- **medical laboratory technology** (knowledge)
- **monitor radiation levels** (skill/competence)
- **perform dosimetry measurements** (skill/competence)
- **perform transcranial magnetic stimulation** (skill/competence)
- **radiation physics in healthcare** (knowledge)
- **radiation protection** (knowledge)
- **radiology** (knowledge)
- **scientific research methodology** (knowledge)
- **test medical devices** (skill/competence)
- **use measurement instruments** (skill/competence)
- **use treatment verification systems** (skill/competence)
## Optional
- analyse experimental laboratory data (skill/competence)
- cancer risks (knowledge)
- conduct health related research (skill/competence)
- contamination exposure regulations (knowledge)
- execute analytical mathematical calculations (skill/competence)
- general medicine (knowledge)
- implant brachytherapy treatments (skill/competence)
- operate scientific measuring equipment (skill/competence)
- perform laboratory tests (skill/competence)
- statistics (knowledge)
- teach medical science (skill/competence)
- work in multidisciplinary health teams (skill/competence)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 46 ads, as of 2026-07-17)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- treatment planning — **41 %**
- quality assurance — **28 %**
- regulatory compliance — **20 %**
<!-- market-evidence -->

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# Tasks & work activities — medical physics expert
Source: O*NET 30.3, occupation 29-2036.00 (Medical Dosimetrists).
## Task statements
- **[Core]** Advise oncology team members on use of beam modifying or immobilization devices in radiation treatment plans.
- **[Core]** Calculate, or verify calculations of, prescribed radiation doses.
- **[Core]** Calculate the delivery of radiation treatment, such as the amount or extent of radiation per session, based on the prescribed course of radiation therapy.
- **[Core]** Conduct radiation oncology-related research, such as improving computer treatment planning systems or developing new treatment devices.
- **[Core]** Create and transfer reference images and localization markers for treatment delivery, using image-guided radiation therapy.
- **[Core]** Design the arrangement of radiation fields to reduce exposure to critical patient structures, such as organs, using computers, manuals, and guides.
- **[Core]** Develop radiation treatment plans in consultation with members of the radiation oncology team.
- **[Core]** Develop requirements for the use of patient immobilization devices and positioning aides, such as molds or casts, as part of treatment plans to ensure accurate delivery of radiation and comfort of patient.
- **[Core]** Fabricate beam modifying devices, such as compensators, shields, and wedge filters.
- **[Core]** Fabricate patient immobilization devices, such as molds or casts, for radiation delivery.
- **[Core]** Identify and outline bodily structures, using imaging procedures, such as x-ray, magnetic resonance imaging, computed tomography, or positron emission tomography.
- **[Core]** Perform quality assurance system checks, such as calibrations, on treatment planning computers.
- **[Core]** Plan the use of beam modifying devices, such as compensators, shields, and wedge filters, to ensure safe and effective delivery of radiation treatment.
- **[Core]** Record patient information, such as radiation doses administered, in patient records.
- **[Core]** Supervise or perform simulations for tumor localizations, using imaging methods such as magnetic resonance imaging, computed tomography, or positron emission tomography scans.
- **[Core]** Teach medical dosimetry, including its application, to students, radiation therapists, or residents.
- **[Supplemental]** Develop treatment plans, and calculate doses for brachytherapy procedures.
- **[Supplemental]** Educate patients regarding treatment plans, physiological reactions to treatment, or post-treatment care.
- **[Supplemental]** Measure the amount of radioactivity in patients or equipment, using radiation monitoring devices.
## Detailed work activities
- Adjust equipment to ensure optimal performance.
- Adjust settings or positions of medical equipment.
- Administer medical substances for imaging or other procedures.
- Advise medical personnel regarding healthcare issues.
- Advise patients on effects of health conditions or treatments.
- Analyze health-related data.
- Calculate numerical data for medical activities.
- Calibrate equipment to specifications.
- Calibrate scientific or technical equipment.
- Collaborate on research activities with scientists or technical specialists.
- Collaborate with other professionals to assess client needs or plan treatments.
- Collect medical information from patients, family members, or other medical professionals.
- Communicate with other workers to coordinate activities.
- Conduct research to increase knowledge about medical issues.
- Create advanced digital images of patients using computer imaging systems.
- Develop treatment plans for patients or clients.
- Fabricate medical devices.
- Maintain medical records.
- Make patient-assistive devices or device models.
- Monitor operational quality or safety.
- Monitor patients following surgeries or other treatments.
- Operate diagnostic imaging equipment.
- Process x-rays or other medical images.
- Protect patients or staff members using safety equipment.
- Provide health and wellness advice to patients, program participants, or caregivers.
- Recommend types of assistive devices.
- Record vital statistics or other health information.
- Research new technologies.
- Supervise technical medical personnel.
- Teach medical procedures to healthcare personnel.
- Train medical providers.

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# Tools & technology — medical physics expert
Source: O*NET 30.3 'Software Skills' for 29-2036.00.
| Software | Category | Hot technology |
|---|---|---|
| Eclipse IDE | Development environment software | yes |
| Epic Systems | Medical software | yes |
| MEDITECH software | Medical software | yes |
| Medical condition coding software | Medical software | |