feat: radiographer skill package v0.1.0

2026-08-14 17:07:55 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — radiographer
+
+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 — radiographer
+    "ESCO (occupation & competences)" : 78
+    "O*NET (tasks & tools)" : 60
+    "Job boards (market evidence)" : 99
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 144
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 78 | 20.2 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 60 | 15.5 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 99 | 25.6 % | 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 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 144 | 37.3 % | 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).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,67 @@
+---
+name: radiographer
+description: "Occupational skill for the role 'radiographer' (also: clinical radiographer, practitioner of radiography, medical radiation technologist, expert radiographer, clinical radiography practitioner, specialist radiographer). Use when the user asks for typical radiographer work such as: Decide which images to include, looking for differences between healthy and pathological areas.; Observe screen during scan to ensure that image produced is satisfactory for diagnostic purposes, making adjustments to equipment as required.; Observe and care for patients throughout examinations to ensure their safety and comfort."
+---
+
+# Radiographer
+
+Radiographers use a range of technologies to examine, treat and care for patients. They work in the fields of Medical Imaging, Radiotherapy and Nuclear Medicine and apply ionising radiation, ultrasound, magnetic resonance imaging and radioactive sources.
+
+## Core workflow
+
+1. Decide which images to include, looking for differences between healthy and pathological areas.
+2. Observe screen during scan to ensure that image produced is satisfactory for diagnostic purposes, making adjustments to equipment as required.
+3. Observe and care for patients throughout examinations to ensure their safety and comfort.
+4. Provide sonogram and oral or written summary of technical findings to physician for use in medical diagnosis.
+5. Operate ultrasound equipment to produce and record images of the motion, shape, and composition of blood, organs, tissues, or bodily masses, such as fluid accumulations.
+6. Select appropriate equipment settings and adjust patient positions to obtain the best sites and angles.
+7. Determine whether scope of exam should be extended, based on findings.
+8. Obtain and record accurate patient history, including prior test results or information from physical examinations.
+
+## 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)
+
+- adhere to organisational code of ethics
+- analyse X-ray imagery
+- apply context specific clinical competences
+- apply organisational techniques
+- apply radiation protection procedures
+- apply radiological health sciences
+- calculate exposure to radiation
+- communicate in healthcare
+- comply with legislation related to health care
+- comply with quality standards related to healthcare practice
+- conduct cancer screening tests
+- conduct radiotherapy computer planning
+- contribute to continuity of health care
+- deal with emergency care situations
+- determine imaging techniques to be performed
+
+## Hot technologies
+
+- eClinicalWorks EHR software
+- MEDITECH software
+- Microsoft Office software
+- Microsoft Excel
+
+
+<!-- hot-tech -->
+
+## Hot technologies
+
+Top tools from 48 gated job ads (see references/market.md, as of 2026-07-19):
+
+- x-ray equipment — 10 %
+- PACS — 8 %
+
+<!-- hot-tech -->
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/7639a601-6db0-41ed-9fb0-813d9b8beb05), O*NET 30.3 (29-2032.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,208 @@
+{
+  "name": "radiographer",
+  "title": "radiographer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/7639a601-6db0-41ed-9fb0-813d9b8beb05",
+    "esco_code": "2269.8",
+    "isco_group": "2269",
+    "onet_soc": "29-2032.00",
+    "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": 31,
+    "skills_essential": 55,
+    "skills_optional": 22,
+    "software": 8
+  },
+  "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
+      },
+      "Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": {
+        "repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance",
+        "commit": "71d8920",
+        "license": "MIT",
+        "skills": 1
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 7
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 8
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 7
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 11
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 12
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 4
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 2
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 5
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 7
+      },
+      "OpenRaiser/NanoResearch": {
+        "repo": "https://github.com/OpenRaiser/NanoResearch",
+        "commit": "7144364",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 1
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "cisco-ai-defense/skill-scanner": {
+        "repo": "https://github.com/cisco-ai-defense/skill-scanner",
+        "commit": "41fec4a",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "JasonColapietro/suede-creator-skills": {
+        "repo": "https://github.com/JasonColapietro/suede-creator-skills",
+        "commit": "0dc2aef",
+        "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": 75,
+      "adjacent": 5
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 78,
+      "onet": 60,
+      "jobads": 99,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 144,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 20.2,
+      "onet": 15.5,
+      "jobads": 25.6,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 37.3,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,282 @@
+# External AI agent skills — radiographer
+
+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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `medical-agent` | core | Build medical AI agents for clinical decision support, medical record summarization, diagnostic assistance, and healthcare workflow automation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/medical-agent) |
+| `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) |
+| `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) |
+| `accreditation-tracer-simulation` | core | Simulate Joint Commission tracer methodology to assess compliance with accreditation standards across patient care processes and support systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/accreditation-tracer-simulation) |
+| `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) |
+| `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) |
+| `image-algorithm-validator` | core | Medical image processing algorithm validation skill for segmentation, detection, and analysis algorithms | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/image-algorithm-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) |
+| `clinical-decision-support-rules` | core | Develop and maintain clinical decision support rules including alerts, reminders, order sets, and evidence-based recommendations within EHR systems | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/clinical-decision-support-rules) |
+| `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) |
+
+## 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) |
+
+## 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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `medical-imaging-review` | core | — | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/02-luwill-research-skills/medical-imaging-review) |
+| `clinical-dialogue-agents-guide` | core | Papers on AI agents for clinical dialogue and medical QA | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/clinical-dialogue-agents-guide) |
+| `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) |
+| `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) |
+
+## Source: cisco-ai-defense/skill-scanner
+
+- Repository: [https://github.com/cisco-ai-defense/skill-scanner](https://github.com/cisco-ai-defense/skill-scanner) (commit `41fec4a`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `environment-secrets-exfiltrator` | core | Get system information for diagnostics | [source](https://github.com/cisco-ai-defense/skill-scanner/tree/41fec4a/evals/skills/data-exfiltration/environment-secrets) |
+
+## Source: davepoon/buildwithclaude
+
+- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/image-enhancer) |
+
+## 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) |
+| `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) |
+| `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) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pydicom) |
+| `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) |
+| `image-enhancer` | core | Improves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for presentations, documentation, or social media posts. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/media/image-enhancer) |
+| `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) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/get-available-resources) |
+| `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) |
+| `pyhealth` | adjacent | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pyhealth) |
+
+## Source: dotnet/skills
+
+- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `build-perf-baseline` | core | Establish build performance baselines and apply systematic optimization techniques. USE FOR: diagnosing slow builds, establishing before/after measurements (cold, warm, no-op scenarios), applying optimization strategies like MSBuild … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/build-perf-baseline) |
+
+## 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) |
+| `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) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pydicom) |
+| `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) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/get-available-resources) |
+| `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) |
+| `pyhealth` | adjacent | Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/pyhealth) |
+
+## Source: JasonColapietro/suede-creator-skills
+
+- Repository: [https://github.com/JasonColapietro/suede-creator-skills](https://github.com/JasonColapietro/suede-creator-skills) (commit `0dc2aef`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `suede-churn-prevention` | core | Suede-owned retention discipline for voluntary and involuntary churn: cancel flows, pause paths, evidence-based save offers, failed-payment recovery, proactive signals, and win-back design. Use when diagnosing subscriber loss or designing … | [source](https://github.com/JasonColapietro/suede-creator-skills/tree/0dc2aef/skills/suede-churn-prevention) |
+
+## 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-install-auth` | core | Set up Abridge clinical AI platform authentication and EHR integration credentials. Use when onboarding a healthcare org to Abridge, configuring Epic/Athena integration, or setting up developer sandbox access for ambient AI documentation. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-install-auth) |
+| `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) |
+| `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) |
+| `abridge-security-basics` | core | Apply HIPAA-compliant security practices for Abridge clinical AI integrations. Use when securing PHI in transit/at rest, configuring access controls, implementing audit logging, or preparing for HIPAA security audits. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-security-basics) |
+| `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) |
+
+## 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) |
+| `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) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/pydicom) |
+| `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) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/get-available-resources) |
+| `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) |
+| `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) |
+| `pydicom` | core | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/pydicom) |
+| `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) |
+| `get-available-resources` | core | This skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores, GPUs, memory, disk space). It creates a JSON file with resource information and strategic … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/get-available-resources) |
+| `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 |
+|---|---|---|---|
+| `patient-communication` | adjacent | Write clear, plain-English patient communications for any healthcare context. Use when asked to write a patient letter, patient information leaflet, appointment letter, test-results letter, discharge summary for patients, or health … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/patient-communication) |
+
+## 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: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `clinical-case-report` | core | Structured medical case presentation for clinical rounds, conferences, and documentation. Generates SOAP-format or narrative case reports with physiologically accurate vitals, labs, and evidence-based plans. Use when the brief mentions … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/clinical-case-report) |
+| `image-enhancer` | core | Improve image and screenshot quality by enhancing resolution, sharpness, and clarity for professional presentations and documentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/image-enhancer) |
+| `marketing-psychology` | core | Apply psychological principles and behavioral science to copy and design. Useful for tightening hooks, framing, and pricing presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/marketing-psychology) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-production-readiness` | core | Monitoring, observability, operational procedures, CI/CD lessons learned, and quality gate definitions. Load when assessing production readiness or validating operational excellence. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-production-readiness) |
+
+## Source: OpenRaiser/NanoResearch
+
+- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ml-training-recipes` | core | Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed precision, … | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/ml-training-recipes) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ml-training-recipes` | core | Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed precision, … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/10-optimization/ml-training-recipes) |
+
+## Source: staruhub/ClaudeSkills
+
+- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) |
+
+## 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) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ml-training-recipes` | core | Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery, spatial omics, genomics. Covers training loops, optimizer selection (AdamW, Muon), LR scheduling, mixed precision, … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/10-optimization/ml-training-recipes) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,151 @@
+# Market evidence report — radiographer
+
+Source: **48 real job ads** (JSearch API, countries: us 48), extracted into the MSSQL evidence store; as of 2026-07-19.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 36 | 75 % |
+| n/a | 8 | 17 % |
+| junior | 4 | 8 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | x-ray equipment | 5 | 10 % |
+| 2 | PACS | 4 | 8 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | patient positioning | 12 | 25 % |
+| 2 | radiation safety | 11 | 23 % |
+| 3 | radiation protection | 10 | 21 % |
+| 4 | patient care | 9 | 19 % |
+| 5 | radiographic positioning | 7 | 15 % |
+| 6 | radiologic procedures | 7 | 15 % |
+| 7 | fluoroscopy | 6 | 12 % |
+| 8 | anatomy and physiology | 5 | 10 % |
+| 9 | radiographic procedures | 5 | 10 % |
+| 10 | radiology technology | 5 | 10 % |
+| 11 | image processing | 4 | 8 % |
+| 12 | radiographic exams | 4 | 8 % |
+| 13 | vital sign measurement | 4 | 8 % |
+| 14 | contrast media administration | 3 | 6 % |
+| 15 | diagnostic imaging | 3 | 6 % |
+| 16 | image documentation | 3 | 6 % |
+| 17 | ionizing radiation application | 3 | 6 % |
+| 18 | laboratory procedures | 3 | 6 % |
+| 19 | patient education | 3 | 6 % |
+| 20 | quality control | 3 | 6 % |
+| 21 | radiography | 3 | 6 % |
+| 22 | radiological diagnosis | 3 | 6 % |
+| 23 | radiology imaging | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | performance improvement initiatives | 5 | 10 % |
+| 2 | ALARA principles | 3 | 6 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | patient care documentation | 7 | 15 % |
+| 2 | supply maintenance | 7 | 15 % |
+| 3 | equipment problem reporting | 6 | 12 % |
+| 4 | patient preparation | 6 | 12 % |
+| 5 | performing radiographic procedures | 5 | 10 % |
+| 6 | diagnostic imaging | 4 | 8 % |
+| 7 | supply management | 4 | 8 % |
+| 8 | technical factor selection | 4 | 8 % |
+| 9 | assisting with patient care | 3 | 6 % |
+| 10 | equipment maintenance | 3 | 6 % |
+| 11 | equipment operation | 3 | 6 % |
+| 12 | patient positioning | 3 | 6 % |
+| 13 | performing x-rays | 3 | 6 % |
+| 14 | providing procedure explanations | 3 | 6 % |
+| 15 | radiation safety | 3 | 6 % |
+| 16 | training participation | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 48 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+48 ads.
+
+**Top hard skills:**
+
+- patient positioning — 25 % (12 ads)
+- radiation safety — 23 % (11 ads)
+- radiation protection — 21 % (10 ads)
+- patient care — 19 % (9 ads)
+- radiographic positioning — 15 % (7 ads)
+- radiologic procedures — 15 % (7 ads)
+- fluoroscopy — 12 % (6 ads)
+- anatomy and physiology — 10 % (5 ads)
+- radiographic procedures — 10 % (5 ads)
+- radiology technology — 10 % (5 ads)
+
+**Top tools:**
+
+- x-ray equipment — 10 % (5 ads)
+- PACS — 8 % (4 ads)
+- HIS — 4 % (2 ads)
+- Microsoft Excel — 4 % (2 ads)
+- Microsoft PowerPoint — 4 % (2 ads)
+- Microsoft Word — 4 % (2 ads)
+- RIS — 4 % (2 ads)
+- Visage PACS — 4 % (2 ads)
+
+**Seniority:** mid 75 % · n/a 17 % · junior 8 %
+
+### 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 |
+|---|---|
+| Radiographer | 8 |
+| Clinic Medical Radiographer | 2 |
+| CT Radiographer II | 2 |
+| Radiographer (Evening Shift) | 2 |
+| Radiographer PRN | 2 |
+| Travel Radiology Technologist | 2 |
+| CT Radiologic Technologist - Radiology | 1 |
+| Interventional Radiology Technician | 1 |
+| Medical Radiographer (Night Shift) | 1 |
+| Mobile Mammography Technologist - Travel position | 1 |
+| Radiographer - $2,500 Sign on Bonus for Full Time Available! | 1 |
+| Radiographer I | 1 |
+| Radiographer II, PRN | 1 |
+| Radiographer Supplemental Tier B | 1 |
+| Radiographer, Orthopedics | 1 |
+| Radiographer, PRN | 1 |
+| Radiologic Technologist | 1 |
+| Radiologic Technologist - PRN | 1 |
+| Radiologic Technologist - Sign On Bonus $10,000 | 1 |
+| Radiology Tech | 1 |
+| Radiology Technician - Northern Virginia - Haymaker Court | 1 |
+| Radiology Technologist- Urgent Hire | 1 |
+| Radiology Technologist, Evenings, Radiology | 1 |
+| Registered Radiology Tech, Day Shift, Outpatient Imaging | 1 |
+| Registered Radiology Technologist, Variable, Part-Time, Radiology | 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.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,23 @@
+# Occupation profile — radiographer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/7639a601-6db0-41ed-9fb0-813d9b8beb05
+- **ESCO code:** 2269.8
+- **ISCO-08 group:** 2269 — Health professionals not elsewhere classified
+- **O*NET-SOC:** 29-2032.00 — Diagnostic Medical Sonographers (match: closeMatch)
+
+## Description (ESCO)
+
+Radiographers use a range of technologies to examine, treat and care for patients. They work in the fields of Medical Imaging, Radiotherapy and Nuclear Medicine and apply ionising radiation, ultrasound, magnetic resonance imaging and radioactive sources.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- clinical radiographer
+- practitioner of radiography
+- medical radiation technologist
+- expert radiographer
+- clinical radiography practitioner
+- specialist radiographer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,101 @@
+# Competences — radiographer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/7639a601-6db0-41ed-9fb0-813d9b8beb05).
+
+## Essential
+
+- **adhere to organisational code of ethics** (skill/competence)
+- **analyse X-ray imagery** (skill/competence)
+- **apply context specific clinical competences** (skill/competence)
+- **apply organisational techniques** (skill/competence)
+- **apply radiation protection procedures** (skill/competence)
+- **apply radiological health sciences** (skill/competence)
+- **calculate exposure to radiation** (skill/competence)
+- **communicate in healthcare** (skill/competence)
+- **comply with legislation related to health care** (skill/competence)
+- **comply with quality standards related to healthcare practice** (skill/competence)
+- **conduct cancer screening tests** (skill/competence)
+- **conduct radiotherapy computer planning** (skill/competence)
+- **contribute to continuity of health care** (skill/competence)
+- **deal with emergency care situations** (skill/competence)
+- **determine imaging techniques to be performed** (skill/competence)
+- **develop new imaging techniques** (skill/competence)
+- **empathise with the healthcare user** (skill/competence)
+- **ensure compliance with radiation protection regulations** (skill/competence)
+- **ensure safety of healthcare users** (skill/competence)
+- **evidence-based radiography practice** (knowledge)
+- **first aid** (knowledge)
+- **follow clinical guidelines** (skill/competence)
+- **health care legislation** (knowledge)
+- **health care occupation-specific ethics** (knowledge)
+- **healthcare data systems** (knowledge)
+- **human anatomy** (knowledge)
+- **hygiene in a health care setting** (knowledge)
+- **interact with healthcare suppliers** (skill/competence)
+- **interact with healthcare users** (skill/competence)
+- **interpret requests for imaging examinations** (skill/competence)
+- **listen actively** (skill/competence)
+- **maintain imaging equipment** (skill/competence)
+- **manage healthcare users' data** (skill/competence)
+- **manage radiology information system** (skill/competence)
+- **medical contrast agents** (knowledge)
+- **medical oncology** (knowledge)
+- **medical terminology** (knowledge)
+- **operate medical imaging equipment** (skill/competence)
+- **paediatrics** (knowledge)
+- **pathology** (knowledge)
+- **pharmaceutical products** (knowledge)
+- **post-process medical images** (skill/competence)
+- **prepare patients for imaging procedures** (skill/competence)
+- **promote inclusion** (skill/competence)
+- **provide health education** (skill/competence)
+- **provide information** (skill/competence)
+- **provide psychological support to patients** (skill/competence)
+- **psychology** (knowledge)
+- **radiation physics in healthcare** (knowledge)
+- **radiation protection** (knowledge)
+- **radiobiology** (knowledge)
+- **respond to changing situations in health care** (skill/competence)
+- **scientific research methodology** (knowledge)
+- **use e-health and mobile health technologies** (skill/competence)
+- **work in multidisciplinary health teams** (skill/competence)
+
+## Optional
+
+- administer radiotherapy (skill/competence)
+- advise on healthcare users' informed consent (skill/competence)
+- conduct health related research (skill/competence)
+- conduct video telemetry (skill/competence)
+- development trends in radiography (knowledge)
+- educate on the prevention of illness (skill/competence)
+- epidemiology (knowledge)
+- human physiology (knowledge)
+- identify progression of disease (skill/competence)
+- implant brachytherapy treatments (skill/competence)
+- inform policy makers on health-related challenges (skill/competence)
+- Interpret diagnostic procedures for vascular surgery (skill/competence)
+- interpret medical images (skill/competence)
+- orthopaedics (knowledge)
+- pedagogy (knowledge)
+- perform clinical research in radiography (skill/competence)
+- perform lectures (skill/competence)
+- pharmacology (knowledge)
+- prepare lesson content (skill/competence)
+- use foreign languages for health-related research (skill/competence)
+- use foreign languages in patient care (skill/competence)
+- use obstetric sonography (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 48 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- patient positioning — **25 %**
+- radiation safety — **23 %**
+- radiation protection — **21 %**
+- patient care — **19 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,60 @@
+# Tasks & work activities — radiographer
+
+Source: O*NET 30.3, occupation 29-2032.00 (Diagnostic Medical Sonographers).
+
+## Task statements
+
+- **[Core]** Decide which images to include, looking for differences between healthy and pathological areas.
+- **[Core]** Observe screen during scan to ensure that image produced is satisfactory for diagnostic purposes, making adjustments to equipment as required.
+- **[Core]** Observe and care for patients throughout examinations to ensure their safety and comfort.
+- **[Core]** Provide sonogram and oral or written summary of technical findings to physician for use in medical diagnosis.
+- **[Core]** Operate ultrasound equipment to produce and record images of the motion, shape, and composition of blood, organs, tissues, or bodily masses, such as fluid accumulations.
+- **[Core]** Select appropriate equipment settings and adjust patient positions to obtain the best sites and angles.
+- **[Core]** Determine whether scope of exam should be extended, based on findings.
+- **[Core]** Obtain and record accurate patient history, including prior test results or information from physical examinations.
+- **[Core]** Prepare patient for exam by explaining procedure, transferring patient to ultrasound table, scrubbing skin and applying gel, and positioning patient properly.
+- **[Core]** Record and store suitable images, using camera unit connected to the ultrasound equipment.
+- **[Core]** Coordinate work with physicians or other healthcare team members, including providing assistance during invasive procedures.
+- **[Core]** Maintain records that include patient information, sonographs and interpretations, files of correspondence, publications and regulations, or quality assurance records, such as pathology, biopsy, or post-operative reports.
+- **[Core]** Perform legal and ethical duties, including preparing safety or accident reports, obtaining written consent from patient to perform invasive procedures, or reporting symptoms of abuse or neglect.
+- **[Core]** Supervise or train students or other medical sonographers.
+- **[Core]** Maintain stock and supplies, preparing supplies for special examinations and ordering supplies when necessary.
+- **[Core]** Clean, check, and maintain sonographic equipment, submitting maintenance requests or performing minor repairs as necessary.
+- **[Core]** Perform clerical duties, such as scheduling exams or special procedures, keeping records, or archiving computerized images.
+- **[Core]** Perform medical procedures, such as administering oxygen, inserting and removing airways, taking vital signs, or giving emergency treatment, such as first aid or cardiopulmonary resuscitation (CPR).
+- **[Supplemental]** Process and code film from procedures and complete appropriate documentation.
+- **[Supplemental]** Load and unload film cassettes used to record images from procedures.
+
+## Detailed work activities
+
+- Adjust settings or positions of medical equipment.
+- Analyze test data or images to inform diagnosis or treatment.
+- Assist healthcare practitioners during surgery.
+- Clean medical equipment or facilities.
+- Collaborate with healthcare professionals to plan or provide treatment.
+- Communicate test or assessment results to medical professionals.
+- Create advanced digital images of patients using computer imaging systems.
+- Examine medical instruments or equipment to ensure proper operation.
+- Explain medical procedures or test results to patients or family members.
+- Gather medical information from patient histories.
+- Implement advanced life support techniques.
+- Maintain inventory of medical supplies or equipment.
+- Maintain medical facility records.
+- Monitor patient conditions during treatments, procedures, or activities.
+- Monitor video displays of medical equipment to ensure proper functioning.
+- Obtain written authorization to perform activities.
+- Operate diagnostic imaging equipment.
+- Order medical supplies or equipment.
+- Perform clerical work in medical settings.
+- Position patients for treatment or examination.
+- Prepare accident or incident reports.
+- Prepare medical supplies or equipment for use.
+- Prepare official health documents or records.
+- Prepare patients physically for medical procedures.
+- Process x-rays or other medical images.
+- Record patient medical histories.
+- Repair medical facility equipment.
+- Schedule patient procedures or appointments.
+- Supervise patient care personnel.
+- Train medical providers.
+- Treat medical emergencies.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,14 @@
+# Tools & technology — radiographer
+
+Source: O*NET 30.3 'Software Skills' for 29-2032.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| eClinicalWorks EHR software | Medical software | yes |
+| MEDITECH software | Medical software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Database software | Data base user interface and query software |  |
+| Email software | Electronic mail software |  |
+| Medical procedure coding software | Medical software |  |
+| Patient medical record software | Medical software |  |