From 422479b80e9aa64cc016c0033a82da6309235540 Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 17:06:42 +0200 Subject: [PATCH] feat: dietitian skill package v0.1.0 --- PROVENANCE.md | 31 +++++ SKILL.md | 63 +++++++++ manifest.json | 214 +++++++++++++++++++++++++++++ references/ai-skills.md | 290 ++++++++++++++++++++++++++++++++++++++++ references/market.md | 156 +++++++++++++++++++++ references/profile.md | 19 +++ references/skills.md | 126 +++++++++++++++++ references/tasks.md | 67 ++++++++++ references/tools.md | 38 ++++++ 9 files changed, 1004 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..44650dd --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — dietitian + +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 — dietitian + "ESCO (occupation & competences)" : 104 + "O*NET (tasks & tools)" : 91 + "Job boards (market evidence)" : 103 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 147 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 104 | 23.1 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 91 | 20.2 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 103 | 22.9 % | 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 | 1.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 147 | 32.7 % | 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). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..cef5509 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,63 @@ +--- +name: dietitian +description: "Occupational skill for the role 'dietitian' (also: dietician, specialist dietician, public health nutritionist). Use when the user asks for typical dietitian work such as: typical dietitian responsibilities" +--- + +# Dietitian + +Dietitians assess specific nutritional requirements of populations or individuals throughout their lives and translate this into advice which will maintain, reduce risk to, or restore people’s health. Using evidence-based approaches, dietitians work to empower individuals, families and groups to provide or select food which is nutritionally adequate, safe, tasty and sustainable. Beyond healthcare, dietitians improve the nutritional environment for all through governments, industry, academia and research. + +## Core workflow + + +## 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) + +- accept own accountability +- adhere to organisational guidelines +- advise food industry +- advise on healthcare users' informed consent +- advise on preparation of diet food +- apply context specific clinical competences +- apply organisational techniques +- biological chemistry +- calculation of food energy +- chemistry +- clinical examinations in dietetics +- communicate in healthcare +- comply with legislation related to health care +- comply with quality standards related to healthcare practice +- composition of diets + +## Hot technologies + +- Microsoft Excel +- Microsoft Office software +- Microsoft Outlook +- Microsoft PowerPoint +- Microsoft Word + + + + +## Hot technologies + +Top tools from 62 gated job ads (see references/market.md, as of 2026-07-11): + +- Microsoft Excel — 6 % +- DaVita specific applications — 5 % +- EMR — 5 % +- MS Word — 5 % +- Outlook — 5 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/8a53f8d3-d995-4c7b-a70d-d79f76bdcb3f), O*NET 30.3 (29-1031.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..ffe5b41 --- /dev/null +++ b/manifest.json @@ -0,0 +1,214 @@ +{ + "name": "dietitian", + "title": "dietitian", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/8a53f8d3-d995-4c7b-a70d-d79f76bdcb3f", + "esco_code": "2265.1", + "isco_group": "2265", + "onet_soc": "29-1031.00", + "crosswalk_match": "manual nearest via ISCO 2265 (Dietitians and Nutritionists)" + }, + "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": 0, + "dwas": 0, + "skills_essential": 81, + "skills_optional": 22, + "software": 0 + }, + "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": 4 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 5 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 4 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 8 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 12 + }, + "Sushegaad/Claude-Skills-Governance-Risk-and-Compliance": { + "repo": "https://github.com/Sushegaad/Claude-Skills-Governance-Risk-and-Compliance", + "commit": "71d8920", + "license": "MIT", + "skills": 1 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 2 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 3 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 12 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 3 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 6 + }, + "zapier/zapier-mcp": { + "repo": "https://github.com/zapier/zapier-mcp", + "commit": "5360f15", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 6 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 2 + }, + "snyk/agent-scan": { + "repo": "https://github.com/snyk/agent-scan", + "commit": "f3a4621", + "license": "Apache-2.0", + "skills": 1 + }, + "ThinkInAIXYZ/deepchat": { + "repo": "https://github.com/ThinkInAIXYZ/deepchat", + "commit": "f275c92", + "license": "Apache-2.0", + "skills": 1 + }, + "microsoft/power-platform-skills": { + "repo": "https://github.com/microsoft/power-platform-skills", + "commit": "0d7ed9a", + "license": "MIT", + "skills": 1 + }, + "trailofbits/skills": { + "repo": "https://github.com/trailofbits/skills", + "commit": "cfe5d7b", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "nexscope-ai/eCommerce-Skills": { + "repo": "https://github.com/nexscope-ai/eCommerce-Skills", + "commit": "56f3288", + "license": "MIT", + "skills": 1 + }, + "giuseppe-trisciuoglio/developer-kit": { + "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit", + "commit": "306f428", + "license": "MIT", + "skills": 1 + }, + "staruhub/ClaudeSkills": { + "repo": "https://github.com/staruhub/ClaudeSkills", + "commit": "3d4045d", + "license": "MIT", + "skills": 1 + }, + "dotnet/skills": { + "repo": "https://github.com/dotnet/skills", + "commit": "79a2ada", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 79, + "adjacent": 1 + } + }, + "provenance": { + "items": { + "esco": 104, + "onet": 91, + "jobads": 103, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 147, + "stackx": 0 + }, + "share_percent": { + "esco": 23.1, + "onet": 20.2, + "jobads": 22.9, + "wiki_ai": 0.0, + "anthropic": 1.1, + "ai_skills": 32.7, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..5622530 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,290 @@ +# External AI agent skills — dietitian + +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` | core | 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `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) | +| `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) | +| `care-transition-coordination` | core | Manage care transitions between settings including discharge planning, medication reconciliation, follow-up scheduling, and post-acute care coordination | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/care-transition-coordination) | +| `medical-coding-audit` | core | Review clinical documentation and assigned codes for accuracy, compliance, and optimization, identifying documentation improvement opportunities and coding errors | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/medical-coding-audit) | +| `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) | +| `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) | +| `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-documentation-query` | core | Generate compliant physician queries to clarify clinical documentation for accurate coding, severity of illness, and risk of mortality capture | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/clinical-documentation-query) | + +## 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-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) | +| `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 | +|---|---|---|---| +| `status` | core | Memory health dashboard showing line counts, topic files, capacity, stale entries, and recommendations. Use when the user runs /si:status or asks how full or healthy the agent memory is. | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/self-improving-agent/skills/status) | +| `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-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) | +| `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) | +| `social-media-manager` | core | When the user wants to develop social media strategy, plan content calendars, manage community engagement, or grow their social presence across platforms. Also use when the user mentions 'social media strategy,' 'social calendar,' … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/social-media-manager) | + +## 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 | +|---|---|---|---| +| `epidemiology-guide` | core | Epidemiological study designs, measures of association, and public health ana... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/biomedical/epidemiology-guide) | +| `lifelines` | core | Complete survival analysis library in Python. Handles right-censored data, Kaplan-Meier curves, and Cox regression. Standard for clinical trial analysis and epidemiology. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/63-tondevrel-scientific-agent-skills/lifelines) | +| `clinical-pharmacology-guide` | core | Clinical pharmacology principles for dosing, drug interactions, and patient s... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/pharma/clinical-pharmacology-guide) | +| `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) | +| `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) | +| `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) | + +## 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 | +|---|---|---|---| +| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) | +| `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) | +| `pyhealth` | core | 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) | +| `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) | +| `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) | +| `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) | +| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-manager-qms-iso13485) | +| `fda-consultant-specialist` | core | Senior FDA consultant and specialist for medical device companies including HIPAA compliance and requirement management. Provides FDA pathway expertise, QSR compliance, cybersecurity guidance, and regulatory submission support. Use for FDA … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/fda-consultant-specialist) | +| `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) | + +## 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) | +| `pyhealth` | core | 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) | +| `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) | +| `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) | + +## Source: giuseppe-trisciuoglio/developer-kit + +- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) | + +## 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-reference-architecture` | core | Implement Abridge reference architecture for clinical AI integration. Use when designing a new Abridge deployment, reviewing project structure, or planning multi-site health system rollouts with EHR integration. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-reference-architecture) | +| `attio-debug-bundle` | core | Collect Attio integration diagnostic evidence -- API health, scopes, object schema, and rate limit status -- for debugging or support tickets. Trigger: "attio debug", "attio support bundle", "attio diagnostic", "collect attio logs", "attio … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/attio-pack/skills/attio-debug-bundle) | +| `flyio-debug-bundle` | core | Collect Fly.io debug evidence for support tickets including machine status, logs, health checks, volume state, and networking diagnostics. Trigger: "fly.io debug", "fly.io support", "fly.io diagnostic", "fly doctor". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flyio-pack/skills/flyio-debug-bundle) | +| `webflow-debug-bundle` | core | Collect Webflow debug evidence for support tickets and troubleshooting. Gathers SDK version, token validation, rate limit status, site connectivity, CMS health, and error logs into a single diagnostic bundle. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/webflow-pack/skills/webflow-debug-bundle) | +| `shopify-incident-runbook` | core | Execute Shopify incident response with triage using Shopify status page, API health checks, and rate limit diagnosis. Use when a Shopify integration is down, returning errors, or behaving unexpectedly in production. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/shopify-pack/skills/shopify-incident-runbook) | +| `abridge-ci-integration` | core | Configure CI/CD pipeline for Abridge clinical AI integrations with GitHub Actions. Use when setting up automated testing, FHIR validation, HIPAA compliance checks, or deployment pipelines for healthcare AI applications. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-ci-integration) | +| `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) | +| `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-webhooks-events` | core | Implement Abridge webhook handling for clinical documentation events. Use when receiving note completion notifications, encounter status changes, provider enrollment events, or quality alert callbacks from Abridge. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-webhooks-events) | +| `abridge-upgrade-migration` | core | Plan and execute Abridge integration upgrades and EHR migration procedures. Use when upgrading Abridge API versions, migrating between EHR systems, or handling breaking changes in clinical documentation workflows. Trigger: "abridge … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-upgrade-migration) | +| `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) | +| `abridge-core-workflow-b` | core | Implement Abridge patient-facing documentation and after-visit summary generation. Use when building patient portal integration, generating plain-language summaries, multi-language translations, or after-visit instructions from clinical … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/abridge-pack/skills/abridge-core-workflow-b) | + +## 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) | +| `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) | + +## 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) | +| `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) | + +## Source: microsoft/power-platform-skills + +- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `diagnose-flow` | core | Deep autonomous diagnosis of a failed flow run. Provide environment, flow, and run IDs. Use when the user asks to diagnose or deeply investigate a specific failed flow run. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/power-automate/skills/diagnose-flow) | + +## 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` | core | 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) | +| `soap-note` | core | Structure a clinical encounter into a clean SOAP note. Use when asked to write a SOAP note, document a patient encounter, turn visit notes into clinical documentation, or structure subjective/objective/assessment/plan. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-health/skills/soap-note) | + +## 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: nexscope-ai/eCommerce-Skills + +- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ecommerce-social-media-marketing` | core | Social media marketing strategy for ecommerce brands. Content calendar planning, platform-specific strategies, social commerce optimization, influencer collaboration, and community building. Use when the user asks about social media … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-social-media-marketing) | + +## 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 | +|---|---|---|---| +| `html-ppt-testing-safety-alert` | core | A hospital data-governance briefing: patient-data risk, the control framework, accountability, and the approval the board must give. Built as a decision-grade policy briefing deck for health-system board, regulators. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-testing-safety-alert) | +| `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) | + +## Source: snyk/agent-scan + +- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) | + +## 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: ThinkInAIXYZ/deepchat + +- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) | + +## Source: trailofbits/skills + +- Repository: [https://github.com/trailofbits/skills](https://github.com/trailofbits/skills) (commit `cfe5d7b`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `c-review` | core | Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities. Use when auditing native C/C++ applications, reviewing daemons or services for memory safety, or … | [source](https://github.com/trailofbits/skills/tree/cfe5d7b/plugins/c-review/skills/c-review) | + +## Source: zapier/zapier-mcp + +- Repository: [https://github.com/zapier/zapier-mcp](https://github.com/zapier/zapier-mcp) (commit `5360f15`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `zapier-status` | core | Check the health of your Zapier MCP setup. Three modes — health check (dashboard view), audit (find waste and duplicates), diagnose (systematic troubleshooting). Use when asking "is my MCP working?", "check my tools", "audit my setup", … | [source](https://github.com/zapier/zapier-mcp/tree/5360f15/plugins/zapier/skills/zapier-status) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..bd2aa88 --- /dev/null +++ b/references/market.md @@ -0,0 +1,156 @@ +# Market evidence report — dietitian + +Source: **62 real job ads** (JSearch API, countries: us 62), extracted into the MSSQL evidence store; as of 2026-07-11. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 54 | 87 % | +| n/a | 4 | 6 % | +| junior | 3 | 5 % | +| senior | 1 | 2 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | Microsoft Excel | 4 | 6 % | +| 2 | DaVita specific applications | 3 | 5 % | +| 3 | EMR | 3 | 5 % | +| 4 | MS Word | 3 | 5 % | +| 5 | Outlook | 3 | 5 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | nutritional assessment | 19 | 31 % | +| 2 | nutrition assessment | 18 | 29 % | +| 3 | medical nutrition therapy | 17 | 27 % | +| 4 | care plan development | 11 | 18 % | +| 5 | nutrition counseling | 9 | 15 % | +| 6 | nutrition education | 9 | 15 % | +| 7 | patient education | 7 | 11 % | +| 8 | regulatory compliance | 7 | 11 % | +| 9 | dietary recommendations | 6 | 10 % | +| 10 | clinical nutrition | 4 | 6 % | +| 11 | enteral nutrition | 4 | 6 % | +| 12 | evidence-based practice | 4 | 6 % | +| 13 | parental nutrition | 4 | 6 % | +| 14 | quality improvement | 4 | 6 % | +| 15 | auditing | 3 | 5 % | +| 16 | behavior change guidance | 3 | 5 % | +| 17 | clinical goal-setting | 3 | 5 % | +| 18 | documentation | 3 | 5 % | +| 19 | lab result analysis | 3 | 5 % | +| 20 | lifestyle counseling | 3 | 5 % | +| 21 | wellness coaching | 3 | 5 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | clinical interdisciplinary team approach | 4 | 6 % | +| 2 | evidence-based practice | 4 | 6 % | +| 3 | oncology nutrition | 4 | 6 % | +| 4 | interdisciplinary collaboration | 3 | 5 % | +| 5 | Motivational Interviewing | 3 | 5 % | +| 6 | nutrition care process | 3 | 5 % | +| 7 | telehealth | 3 | 5 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | patient education | 8 | 13 % | +| 2 | documentation maintenance | 5 | 8 % | +| 3 | educational material development | 4 | 6 % | +| 4 | mnt provision | 4 | 6 % | +| 5 | nutrition counseling | 4 | 6 % | +| 6 | nutrition education | 4 | 6 % | +| 7 | nutritional status evaluation | 4 | 6 % | +| 8 | patient nutritional risk identification | 4 | 6 % | +| 9 | record maintenance | 4 | 6 % | +| 10 | staff training | 4 | 6 % | +| 11 | dietary education | 3 | 5 % | +| 12 | family communication | 3 | 5 % | +| 13 | nutritional care provision | 3 | 5 % | +| 14 | patient relationship building | 3 | 5 % | +| 15 | resident care planning | 3 | 5 % | + +## Regional breakdown + +> **Corpus note:** 62 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +62 ads. + +**Top hard skills:** + +- nutritional assessment — 31 % (19 ads) +- nutrition assessment — 29 % (18 ads) +- medical nutrition therapy — 27 % (17 ads) +- care plan development — 18 % (11 ads) +- nutrition counseling — 15 % (9 ads) +- nutrition education — 15 % (9 ads) +- patient education — 11 % (7 ads) +- regulatory compliance — 11 % (7 ads) +- dietary recommendations — 10 % (6 ads) +- clinical nutrition — 6 % (4 ads) + +**Top tools:** + +- Microsoft Excel — 6 % (4 ads) +- DaVita specific applications — 5 % (3 ads) +- EMR — 5 % (3 ads) +- MS Word — 5 % (3 ads) +- Outlook — 5 % (3 ads) +- EMR system — 3 % (2 ads) +- Microsoft Office — 3 % (2 ads) + +**Seniority:** mid 87 % · n/a 6 % · junior 5 % · 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 | +|---|---| +| Registered Dietitian | 10 | +| Dietitian - Oncology | 4 | +| Dietitian | 3 | +| Clinical Dietitian | 2 | +| Regional Support Dietitian | 2 | +| Registered Dietitian (Work from home) | 2 | +| Registered Dietitian I | 2 | +| Registered Dietitian Nutritionist | 2 | +| Cardiopulmonary Dietitian | 1 | +| CLINICAL DIETITIAN (Part Time) | 1 | +| Clinical Dietitian (Part-Time) | 1 | +| Clinical Dietitian 1 | 1 | +| Clinical Dietitian 3 | 1 | +| Clinical Dietitian I | 1 | +| Clinical Dietitian I - Nutrition Services | 1 | +| Clinical Dietitian I - PRN | 1 | +| Diabetes Educator & Dietitian - Outpatient Education | 1 | +| Dietician- Temp Position | 1 | +| Dietitian (Clinical) | 1 | +| Full Time REMOTE Dietitian | 1 | +| Nutritionist/Dietician | 1 | +| Public Health Nutritionist | 1 | +| Regional Registered Dietitian | 1 | +| Registered Dietician | 1 | +| Registered Dietician/RDN/CDCES | 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. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..854dccd --- /dev/null +++ b/references/profile.md @@ -0,0 +1,19 @@ +# Occupation profile — dietitian + +- **ESCO URI:** http://data.europa.eu/esco/occupation/8a53f8d3-d995-4c7b-a70d-d79f76bdcb3f +- **ESCO code:** 2265.1 +- **ISCO-08 group:** 2265 — Dieticians and nutritionists + +## Description (ESCO) + +Dietitians assess specific nutritional requirements of populations or individuals throughout their lives and translate this into advice which will maintain, reduce risk to, or restore people’s health. Using evidence-based approaches, dietitians work to empower individuals, families and groups to provide or select food which is nutritionally adequate, safe, tasty and sustainable. Beyond healthcare, dietitians improve the nutritional environment for all through governments, industry, academia and research. + +## Definition + +nan + +## Alternative labels + +- dietician +- specialist dietician +- public health nutritionist diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..f73d984 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,126 @@ +# Competences — dietitian + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/8a53f8d3-d995-4c7b-a70d-d79f76bdcb3f). + +## Essential + +- **accept own accountability** (skill/competence) +- **adhere to organisational guidelines** (skill/competence) +- **advise food industry** (skill/competence) +- **advise on healthcare users' informed consent** (skill/competence) +- **advise on preparation of diet food** (skill/competence) +- **apply context specific clinical competences** (skill/competence) +- **apply organisational techniques** (skill/competence) +- **biological chemistry** (knowledge) +- **calculation of food energy** (knowledge) +- **chemistry** (knowledge) +- **clinical examinations in dietetics** (knowledge) +- **communicate in healthcare** (skill/competence) +- **comply with legislation related to health care** (skill/competence) +- **comply with quality standards related to healthcare practice** (skill/competence) +- **composition of diets** (knowledge) +- **conduct nutrition research** (skill/competence) +- **contribute to continuity of health care** (skill/competence) +- **contribute to public health campaigns** (skill/competence) +- **counselling methods** (knowledge) +- **deal with emergency care situations** (skill/competence) +- **deliver group sessions on nutrition** (skill/competence) +- **develop policies for nutritional programs** (skill/competence) +- **dietetics** (knowledge) +- **eating disorders** (knowledge) +- **educate healthcare users on nutrition** (skill/competence) +- **educate on the prevention of illness** (skill/competence) +- **empathise with the healthcare user** (skill/competence) +- **ensure safety of healthcare users** (skill/competence) +- **epidemiology** (knowledge) +- **follow clinical guidelines** (skill/competence) +- **follow up nutrition care plan** (skill/competence) +- **food allergies** (knowledge) +- **food authentication techniques** (knowledge) +- **food hygiene rules** (knowledge) +- **food labels** (knowledge) +- **food legislation** (knowledge) +- **food science** (knowledge) +- **formulate dietetic intervention** (skill/competence) +- **health care legislation** (knowledge) +- **health care occupation-specific ethics** (knowledge) +- **human anatomy** (knowledge) +- **human physiology** (knowledge) +- **hygiene in a health care setting** (knowledge) +- **identify cause of nutritional imbalance** (skill/competence) +- **identify nutritional properties of food** (skill/competence) +- **identify the dietetic professional quality of care** (skill/competence) +- **identify the health benefits of nutritional changes** (skill/competence) +- **inform policy makers on health-related challenges** (skill/competence) +- **interact with healthcare users** (skill/competence) +- **intervene to reduce sub-optimal nutritional status of individuals** (skill/competence) +- **listen actively** (skill/competence) +- **manage healthcare users' data** (skill/competence) +- **measure nutritional health status of patients** (skill/competence) +- **medical informatics** (knowledge) +- **medical terminology** (knowledge) +- **monitor the nutrition status of the individual** (skill/competence) +- **nutrition of healthy persons** (knowledge) +- **nutritional adequacy of food intake** (knowledge) +- **obesity** (knowledge) +- **offer advice on diet-related concerns** (skill/competence) +- **paediatrics** (knowledge) +- **pathology** (knowledge) +- **perform nutrition analysis** (skill/competence) +- **pharmacology** (knowledge) +- **prepare promotional materials on nutritition** (skill/competence) +- **professional documentation in health care** (knowledge) +- **promote inclusion** (skill/competence) +- **provide dietetic diagnosis** (skill/competence) +- **provide health education** (skill/competence) +- **provide treatment strategies for challenges to human health** (skill/competence) +- **psychology** (knowledge) +- **rehabilitation** (knowledge) +- **respond to changing situations in health care** (skill/competence) +- **sociology** (knowledge) +- **supervise food in healthcare** (skill/competence) +- **supervision of persons** (knowledge) +- **support individuals on nutrition changes** (skill/competence) +- **train medical staff on nutrition** (skill/competence) +- **use e-health and mobile health technologies** (skill/competence) +- **work in a multicultural environment in health care** (skill/competence) +- **work in multidisciplinary health teams** (skill/competence) + +## Optional + +- address public health issues (skill/competence) +- advise sportspersons on diet (skill/competence) +- business management principles (knowledge) +- carry out bibliographic work (skill/competence) +- communicate with media (skill/competence) +- first aid (knowledge) +- general medicine (knowledge) +- geriatrics (knowledge) +- intensive care medicine (knowledge) +- maintain medical devices (skill/competence) +- make recommendation on nutrition to public policy makers (skill/competence) +- manage clinical risk (skill/competence) +- monitor children's physical development (skill/competence) +- pedagogy (knowledge) +- prescribe medication (skill/competence) +- promote ethical eating (skill/competence) +- psychiatry (knowledge) +- public health (knowledge) +- record healthcare users' billing information (skill/competence) +- refer healthcare users (skill/competence) +- use foreign languages for health-related research (skill/competence) +- use foreign languages in patient care (skill/competence) + + + +## Market evidence (job-ad analysis, 62 ads, as of 2026-07-11) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- nutritional assessment — **31 %** +- nutrition assessment — **29 %** +- medical nutrition therapy — **27 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..2cfcc36 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,67 @@ +# Tasks & work activities — dietitian + +Source: O*NET 30.3, occupation 29-1031.00 (Dietitians and Nutritionists) — manual nearest-occupation mapping via ISCO group 2265; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Evaluate laboratory tests in preparing nutrition recommendations. +- **[Core]** Incorporate patient cultural, ethnic, or religious preferences and needs in the development of nutrition plans. +- **[Core]** Record and evaluate patient and family health and food history, including symptoms, environmental toxic exposure, allergies, medication factors, and preventive health-care measures. +- **[Core]** Develop recipes and menus to address special nutrition needs, such as low glycemic, low histamine, or gluten- or allergen-free. +- **[Supplemental]** Plan, conduct, and evaluate nutrigenomic or nutrigenetic research. +- **[Core]** Assess nutritional needs, diet restrictions, and current health plans to develop and implement dietary-care plans and provide nutritional counseling. +- **[Core]** Consult with physicians and health care personnel to determine nutritional needs and diet restrictions of patient or client. +- **[Core]** Advise patients and their families on nutritional principles, dietary plans, diet modifications, and food selection and preparation. +- **[Core]** Counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life. +- **[Supplemental]** Monitor food service operations to ensure conformance to nutritional, safety, sanitation and quality standards. +- **[Supplemental]** Coordinate recipe development and standardization and develop new menus for independent food service operations. +- **[Supplemental]** Develop policies for food service or nutritional programs to assist in health promotion and disease control. +- **[Supplemental]** Inspect meals served for conformance to prescribed diets and standards of palatability and appearance. +- **[Core]** Develop curriculum and prepare manuals, visual aids, course outlines, and other materials used in teaching. +- **[Supplemental]** Prepare and administer budgets for food, equipment, and supplies. +- **[Supplemental]** Purchase food in accordance with health and safety codes. +- **[Supplemental]** Select, train, and supervise workers who plan, prepare, and serve meals. +- **[Supplemental]** Manage quantity food service departments or clinical and community nutrition services. +- **[Core]** Coordinate diet counseling services. +- **[Supplemental]** Advise food service managers and organizations on sanitation, safety procedures, menu development, budgeting, and planning to assist with establishment, operation, and evaluation of food service facilities and nutrition programs. +- **[Supplemental]** Organize, develop, analyze, test, and prepare special meals, such as low-fat, low-cholesterol, or chemical-free meals. +- **[Core]** Plan, conduct, and evaluate dietary, nutritional, and epidemiological research. +- **[Core]** Plan and conduct training programs in dietetics, nutrition, and institutional management and administration for medical students, health-care personnel, and the general public. +- **[Supplemental]** Make recommendations regarding public policy, such as nutrition labeling, food fortification, or nutrition standards for school programs. +- **[Core]** Write research reports and other publications to document and communicate research findings. +- **[Supplemental]** Plan and prepare grant proposals to request program funding. +- **[Supplemental]** Test new food products and equipment. +- **[Supplemental]** Confer with design, building, and equipment personnel to plan for construction and remodeling of food service units. + +## Detailed work activities + +- Advise communities or institutions regarding health or safety issues. +- Analyze laboratory findings. +- Analyze patient data to determine patient needs or treatment goals. +- Collaborate with healthcare professionals to plan or provide treatment. +- Compile data or documentation. +- Conduct health or safety training programs. +- Conduct research to increase knowledge about medical issues. +- Consult with others regarding safety or health equipment or facilities. +- Create new recipes or food presentations. +- Design public or employee health programs. +- Devise research or testing protocols. +- Direct healthcare delivery programs. +- Evaluate data quality. +- Interpret cultural or religious information for others. +- Manage healthcare operations. +- Manage preparation of special meals or diets. +- Monitor medical facility activities to ensure adherence to standards or regulations. +- Monitor nutrition related activities of individuals or groups. +- Order medical supplies or equipment. +- Plan menu options. +- Prepare healthcare training materials. +- Prepare proposals or grant applications to obtain project funding. +- Present medical research reports. +- Provide health and wellness advice to patients, program participants, or caregivers. +- Supervise medical support personnel. +- Test characteristics of materials or structures. +- Test products for functionality or quality. +- Train caregivers or other non-medical personnel. +- Train medical providers. +- Write grant proposals. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..983c4c5 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,38 @@ +# Tools & technology — dietitian + +Source: O*NET 30.3, occupation 29-1031.00 (Dietitians and Nutritionists) — manual nearest-occupation mapping via ISCO group 2265; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Word | Word processing software | yes | +| Allergenic diet software | Analytical or scientific software | | +| Aurora FoodPro | Analytical or scientific software | | +| Axxya Systems Nutritionist Pro | Analytical or scientific software | | +| BioEx Systems Nutrition Maker Plus | Medical software | | +| Compu-Cal Nutrition Assistant | Analytical or scientific software | | +| Cronometer | Analytical or scientific software | | +| CyberSoft NutriBase | Data base user interface and query software | | +| Database software | Data base user interface and query software | | +| DietMaster Systems DietMaster | Data base user interface and query software | | +| ESHA Research The Food Processor | Analytical or scientific software | | +| Google Drive | Cloud-based data access and sharing software | | +| Graphics software | Graphics or photo imaging software | | +| Ketogenic planning software | Analytical or scientific software | | +| Lifestyles Technologies DietMaster Pro | Medical software | | +| MNT Northwest MNT Assistant | Medical software | | +| Monash University Low FODMAP Diet App | Analytical or scientific software | | +| Mosby's Nutritrac | Analytical or scientific software | | +| MyFitnessPal | Analytical or scientific software | | +| Nutrient analysis software | Analytical or scientific software | | +| PICS DietMate Professional | Analytical or scientific software | | +| ReadyTalk | Network conferencing software | | +| Skype | Desktop communications software | | +| Statistical software | Analytical or scientific software | | +| SureQuest Systems Square 1 | Medical software | | +| The Nutrition Company FoodWorks | Analytical or scientific software | | +| ValuSoft MasterCook | Data base user interface and query software | | +| Web browser software | Internet browser software | |