feat: pharmaceutical-engineer skill package v0.1.0

2026-08-14 16:54:00 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — pharmaceutical-engineer
+
+Where the content of this skill package comes from, counted by
+content items (tasks, competences, tools, evidence entries, curated
+knowledge). Rendered live by Gitea:
+
+```mermaid
+%%{init: {'theme':'base','themeVariables':{'pie1':'#f9a825','pie2':'#1e88e5','pie3':'#ff355e','pie4':'#d97757','pie5':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
+pie showData
+    title Content sources — pharmaceutical-engineer
+    "ESCO (occupation & competences)" : 60
+    "O*NET (tasks & tools)" : 59
+    "Job boards (market evidence)" : 137
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 150
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 60 | 14.6 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 59 | 14.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 137 | 33.3 % | 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 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 150 | 36.5 % | 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 +1,53 @@
+---
+name: pharmaceutical-engineer
+description: "Occupational skill for the role 'pharmaceutical engineer' (also: pharmaceutical engineering developer, pharmaceutical technology engineering specialist, pharmaceuticals engineer, pharmaceutical technology engineering consultant, pharmaceutical engineering designer and developer, pharmaceutical engineering expert). Use when the user asks for typical pharmaceutical engineer work such as: typical pharmaceutical engineer responsibilities"
+---
+
+# Pharmaceutical Engineer
+
+Pharmaceutical engineers design and develop technologies used in pharmaceutical research and drugs manufacture, advising the pharmaceutical manufacturing plants to maintain and operate those technologies and ensuring the customers` and workers` safety requirements are met. They may also be involved in the conception and design of pharmaceutical manufacturing plants and research centers.
+
+## 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)
+
+- adjust engineering designs
+- analytical chemistry
+- apply health and safety standards
+- approve engineering design
+- assess environmental impact
+- biological chemistry
+- chemistry
+- drug administration regulations
+- engineering principles
+- engineering processes
+- ensure compliance with environmental legislation
+- ensure compliance with safety legislation
+- examine engineering principles
+- forecast organisational risks
+- good manufacturing practices
+
+## Hot technologies
+
+- Adobe Illustrator
+- Epic Systems
+- Linux
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft PowerPoint
+- Microsoft Project
+- Microsoft SQL Server
+- Microsoft SQL Server Integration Services SSIS
+- Microsoft SQL Server Reporting Services SSRS
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/e2a495fb-68a3-46f9-8753-6ce566a7a085), O*NET 30.3 (11-9041.01, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,220 @@
+{
+  "name": "pharmaceutical-engineer",
+  "title": "pharmaceutical engineer",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/e2a495fb-68a3-46f9-8753-6ce566a7a085",
+    "esco_code": "2145.1.9",
+    "isco_group": "2145",
+    "onet_soc": "11-9041.01",
+    "crosswalk_match": "manual nearest via ISCO 2145 (Biofuels/Biodiesel Technology and Product Development Managers)"
+  },
+  "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": 27,
+    "skills_optional": 32,
+    "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
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 8
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 11
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 6
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 6
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 12
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 7
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "AgriciDaniel/claude-ads": {
+        "repo": "https://github.com/AgriciDaniel/claude-ads",
+        "commit": "669c760",
+        "license": "MIT",
+        "skills": 1
+      },
+      "dotnet/skills": {
+        "repo": "https://github.com/dotnet/skills",
+        "commit": "79a2ada",
+        "license": "MIT",
+        "skills": 4
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 2
+      },
+      "secondsky/claude-skills": {
+        "repo": "https://github.com/secondsky/claude-skills",
+        "commit": "c4889f6",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nicobailon/visual-explainer": {
+        "repo": "https://github.com/nicobailon/visual-explainer",
+        "commit": "528b71f",
+        "license": "MIT",
+        "skills": 1
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 1
+      },
+      "code-yeongyu/oh-my-openagent": {
+        "repo": "https://github.com/code-yeongyu/oh-my-openagent",
+        "commit": "b19f652",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 2
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 2
+      },
+      "jezweb/claude-skills": {
+        "repo": "https://github.com/jezweb/claude-skills",
+        "commit": "e875a6b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "microsoft/skills": {
+        "repo": "https://github.com/microsoft/skills",
+        "commit": "dc543aa",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rsmdt/the-startup": {
+        "repo": "https://github.com/rsmdt/the-startup",
+        "commit": "ff6a0be",
+        "license": "MIT",
+        "skills": 1
+      },
+      "glittercowboy/taches-cc-resources": {
+        "repo": "https://github.com/glittercowboy/taches-cc-resources",
+        "commit": "1757615",
+        "license": "MIT",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 60,
+      "onet": 59,
+      "jobads": 137,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 150,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 14.6,
+      "onet": 14.4,
+      "jobads": 33.3,
+      "wiki_ai": 0.0,
+      "anthropic": 1.2,
+      "ai_skills": 36.5,
+      "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 +1,298 @@
+# External AI agent skills — pharmaceutical-engineer
+
+Proven, publicly available AI agent skills mapped to this occupation.
+Nothing is copied from the sources: every entry is a name, a one-line
+summary and a link to the upstream skill package. Each section names
+its source repository, commit, license and retrieval date.
+
+**Tiers:** `core` = the skill directly exercises a top market hard
+skill, tool or method (from gated job-ad evidence) or an essential
+ESCO competence of this occupation; `adjacent` =
+plausibly useful, secondary. Entries are capped at 12 per source
+and 80 in total per occupation (core first,
+strongest matches survive); everything beyond the caps is excluded
+and logged in the pipeline audit trail, not in this package.
+
+_Matched deterministically (ISCO group + title/competence keywords,
+tiered against market evidence + ESCO essentials) by
+`pipeline/p5_enrich_ai_skills.py` on 2026-07-14._
+
+## Source: anthropics/skills
+
+- Repository: [https://github.com/anthropics/skills](https://github.com/anthropics/skills) (commit `f6656c1`, retrieved 2026-07-14)
+- License: Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available — see the LICENSE.txt in the upstream skill folder
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `docx` | adjacent | Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files). Triggers include: any mention of 'Word doc', 'word document', '.docx', '.dotx', or requests to … | [source](https://github.com/anthropics/skills/tree/main/skills/docx) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+
+## Source: a5c-ai/babysitter
+
+- Repository: [https://github.com/a5c-ai/babysitter](https://github.com/a5c-ai/babysitter) (commit `44a5d58b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `process-fmea-generator` | core | Process Failure Mode and Effects Analysis (PFMEA) skill for manufacturing risk assessment | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/process-fmea-generator) |
+| `design-fmea-generator` | core | Design Failure Mode and Effects Analysis (DFMEA) skill for systematic design risk identification | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/design-fmea-generator) |
+| `sterilization-validation-planner` | core | Sterilization process validation planning skill for EO, radiation, and steam sterilization | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/sterilization-validation-planner) |
+| `scaffold-design-optimizer` | core | Tissue engineering scaffold design optimization skill for pore size, porosity, and mechanical properties | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/scaffold-design-optimizer) |
+| `patient-safety-event-analysis` | core | Investigate patient safety events using RCA, FMEA, and other systematic analysis methods to identify contributing factors and develop corrective actions | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/healthcare/skills/patient-safety-event-analysis) |
+| `eu-mdr-gspr-mapper` | core | EU MDR General Safety and Performance Requirements (GSPR) mapping and compliance documentation skill | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/eu-mdr-gspr-mapper) |
+| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) |
+| `debugging-patterns` | core | Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/cc10x/skills/debugging-patterns) |
+
+## 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-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: AgriciDaniel/claude-ads
+
+- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) |
+
+## 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 |
+|---|---|---|---|
+| `capa-officer` | core | CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use when running CAPA investigations, 5-Why analysis, fishbone diagrams, root cause … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/capa-officer) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) |
+| `system-profile` | core | Profile a target (script, process, GPU, memory, interconnect) using external tools and code instrumentation. Produces structured performance reports with actionable recommendations. Use when user says "profile", "benchmark", "bottleneck", … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/system-profile) |
+| `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) |
+| `claude-scientific-guide` | core | Ready-to-use agent skills for scientific research and engineering | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/claude-scientific-guide) |
+| `new-project` | core | Full research pipeline from idea to paper. Orchestrates all phases — discovery, strategy, analysis, writing, peer review, and submission. Use when starting a new research project from scratch. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/16-hsantanna88-clo-author/dot-claude/skills/new-project) |
+| `research-ideation` | core | This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/research-ideation) |
+| `automation-skills` | core | 10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation) |
+| `deep-research-skills` | core | 13 deep research & systematic reviews skills. Trigger: systematic reviews, multi-source synthesis, comprehensive literature surveys. Design: multi-step research protocols with quality assessment and evidence grading. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research) |
+| `drug-development-guide` | core | End-to-end drug development pipeline from target identification to regulatory... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/pharma/drug-development-guide) |
+| `econometrics-skills` | core | 12 econometrics skills. Trigger: causal analysis, regression models, treatment effects, panel data. Design: method-centric guides with R/Python code and diagnostic tests. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/econometrics) |
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `metadata-skills` | core | 24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, author disambiguation, bibliometrics. Design: metadata APIs and bibliometric analysis tools for scholarly records. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/metadata) |
+
+## Source: code-yeongyu/oh-my-openagent
+
+- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `quality-manager-qms-iso13485` | core | ISO 13485 Quality Management System specialist for medical device companies. Provides QMS implementation, maintenance, process optimization, and compliance expertise. Use for QMS design, documentation control, management review, internal … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/quality-manager-qms-iso13485) |
+| `simpy` | core | Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/simpy) |
+| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1) create section outlines with key points using research-lookup, (2) convert to flowing … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-writing) |
+| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) |
+| `pymoo` | core | Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymoo) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/exploratory-data-analysis) |
+| `statistical-analysis` | core | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/statistical-analysis) |
+| `chembl-database` | core | Query ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/chembl-database) |
+| `medchem` | core | Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound prioritization and library filtering. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/medchem) |
+| `Ethical Hacking Methodology` | core | This skill should be used when the user asks to "learn ethical hacking", "understand penetration testing lifecycle", "perform reconnaissance", "conduct security scanning", "exploit vulnerabilities", or "write penetration test reports". It … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/security/ethical-hacking-methodology) |
+
+## 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 |
+|---|---|---|---|
+| `binlog-failure-analysis` | core | Analyze MSBuild binary logs to diagnose build failures. USE FOR: build errors that are unclear from console output, diagnosing cascading failures across multi-project builds, tracing MSBuild target execution order, and generally any … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/binlog-failure-analysis) |
+| `coverage-analysis` | core | Project-wide code coverage and CRAP (Change Risk Anti-Patterns) score analysis for .NET projects. Calculates CRAP scores per method and surfaces risk hotspots — complex code with low coverage that is dangerous to modify. Use to diagnose … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-test/skills/coverage-analysis) |
+| `eval-performance` | core | Guide for diagnosing and improving MSBuild project evaluation performance. USE FOR: builds slow before any compilation starts, high evaluation time in binlog analysis, expensive glob patterns walking large directories (node_modules, .git, … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-msbuild/skills/eval-performance) |
+| `exp-mock-usage-analysis` | core | Audits .NET test mock usage by tracing each mock setup through the production code's execution path to find dead, unreachable, redundant, or replaceable mocks. Use when the user asks to audit mock usage, find unused or unnecessary mock … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-experimental/skills/exp-mock-usage-analysis) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `iso-13485-certification` | core | Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/iso-13485-certification) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
+| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) |
+| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/exploratory-data-analysis) |
+| `statistical-analysis` | core | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/statistical-analysis) |
+
+## Source: glittercowboy/taches-cc-resources
+
+- Repository: [https://github.com/glittercowboy/taches-cc-resources](https://github.com/glittercowboy/taches-cc-resources) (commit `1757615`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debug-like-expert` | core | Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic … | [source](https://github.com/glittercowboy/taches-cc-resources/tree/1757615/skills/debug-like-expert) |
+
+## 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 |
+|---|---|---|---|
+| `perplexity-reference-architecture` | core | Implement Perplexity reference architecture with model routing, citation pipeline, and research automation. Use when designing new Perplexity integrations, reviewing project structure, or establishing architecture for search-augmented … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-reference-architecture) |
+| `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) |
+
+## Source: jezweb/claude-skills
+
+- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `proposal-writer` | core | Write a client proposal, quote, scope of work, or engagement letter for a service business. Covers project understanding, scope, timeline, pricing presentation, and terms. Use whenever the user asks for a proposal, quote, project proposal, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/writing/skills/proposal-writer) |
+
+## 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 |
+|---|---|---|---|
+| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hugging-science) |
+| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-writing) |
+| `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) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exploratory-data-analysis) |
+| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/statistical-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hugging-science) |
+| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-writing) |
+| `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) |
+| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-critical-thinking) |
+| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exploratory-data-analysis) |
+| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/statistical-analysis) |
+
+## Source: microsoft/skills
+
+- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `azure-diagnostics` | core | Debug Azure production issues on Azure using AppLens, Azure Monitor, resource health, and safe triage. WHEN: debug production issues, troubleshoot app service, app service high CPU, app service deployment failure, troubleshoot container … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-skills/skills/azure-diagnostics) |
+
+## 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 |
+|---|---|---|---|
+| `detecting-process-injection-techniques` | core | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) |
+| `detecting-t1003-credential-dumping-with-edr` | core | Detect OS credential dumping techniques targeting LSASS memory, SAM database, NTDS.dit, and cached credentials using EDR telemetry, Sysmon process access monitoring, and Windows security event correlation. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-t1003-credential-dumping-with-edr) |
+| `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 |
+|---|---|---|---|
+| `kami-deck` | core | A lab-meeting deck on gut-microbiome links to sleep quality — the design, the results, the caveats, and the next experiment. Built as a decision-grade academic research deck for lab group, PI. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/kami-deck) |
+
+## Source: nicobailon/visual-explainer
+
+- Repository: [https://github.com/nicobailon/visual-explainer](https://github.com/nicobailon/visual-explainer) (commit `528b71f`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `visual-explainer` | core | Generate self-contained HTML visual explanations for systems, code changes, plans, data, and technical concepts. Use for diagrams, architecture overviews, diff or plan reviews, project recaps, comparison tables, slide decks, and other … | [source](https://github.com/nicobailon/visual-explainer/tree/528b71f/plugins/visual-explainer) |
+
+## 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-review-workflow` | core | Detailed review process, v2 validation checklist, and scoring methodology for agent definition reviews | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-review-workflow) |
+
+## Source: open-gitagent/opengap
+
+- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `document-review` | core | Reviews financial documents (prospectuses, ADVs, marketing materials) for FINRA 2210 compliance, required disclosures, and balanced presentation. Use when reviewing financial statements, audit documents, regulatory filings, or when the … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/full/skills/document-review) |
+
+## Source: pedrohcgs/claude-code-my-workflow
+
+- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `coauthor-brief` | core | Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/coauthor-brief) |
+
+## Source: rohitg00/skillkit
+
+- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `verification-gates` | core | Creates explicit validation checkpoints (verification gates) between project phases to catch errors early and ensure quality before proceeding. Use when the user asks about quality gates, milestone checks, phase transitions, approval … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/verification-gates) |
+| `root-cause-analysis` | core | Performs systematic root cause analysis to identify the true source of bugs, errors, and unexpected behavior through structured investigation phases — not just treating symptoms. Use when a user reports a bug, crash, error, or broken … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/debugging/root-cause-analysis) |
+| `task-decomposition` | core | Breaks down complex software, writing, or research tasks into small, atomic, independently completable units with dependency graphs and milestone breakdowns. Use when the user asks to plan a project, decompose a feature, create subtasks, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/task-decomposition) |
+
+## Source: rsmdt/the-startup
+
+- Repository: [https://github.com/rsmdt/the-startup](https://github.com/rsmdt/the-startup) (commit `ff6a0be`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `debug` | core | Systematically diagnose and resolve bugs through conversational investigation and root cause analysis | [source](https://github.com/rsmdt/the-startup/tree/ff6a0be/plugins/start/skills/debug) |
+
+## Source: secondsky/claude-skills
+
+- Repository: [https://github.com/secondsky/claude-skills](https://github.com/secondsky/claude-skills) (commit `c4889f6`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `recommendation-system` | core | Deploy production recommendation systems with feature stores, caching, A/B testing. Use for personalization APIs, low latency serving, or encountering cache invalidation, experiment tracking, quality monitoring issues. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/recommendation-system/skills/recommendation-system) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,84 @@
+# Berufsbild (Deutschland) — Ingenieur/in - Pharmatechnik
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58737,
+> KldB 2010: B 41314 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/58737
+
+## Aufgaben und Tätigkeiten kompakt
+
+Ingenieurinnen und Ingenieure für Pharmatechnik planen und steuern die Produktion in pharmazeutischen Unternehmen unter technischen, wirtschaftlichen und ökologischen Aspekten. Sie entwickeln, warten und optimieren Maschinen, Anlagen und Verfahren, um Kosten, Material und Energie zu sparen. Zudem überwachen sie die Einhaltung von Qualitäts- und Sicherheitsstandards und sorgen für einen reibungslosen Produktionsablauf. Sie arbeiten auch an der Entwicklung neuer Arzneimittel mit und prüfen deren sichere und termingerechte Herstellung. Weitere Aufgaben übernehmen sie in der Laborleitung, Fertigungssteuerung, Qualitätssicherung sowie in Bereichen wie Einkauf, Vertrieb und Kundenberatung.
+
+## Tätigkeitsbezeichnungen
+
+Ingenieur/in - Pharmatechnik
+
+Auch übliche Berufsbezeichnung/SynonymPharmaingenieur/in
+
+Berufsbezeichnung in englischer SpracheChemical development engineer (m/f)
+
+Berufsbezeichnung in französischer SpracheIngénieur/Ingénieure chimiste
+
+## Die Tätigkeit im Überblick
+
+Ingenieure und Ingenieurinnen für Pharmatechnik entwickeln, planen, organisieren und überwachen die Abläufe und Verfahren in der Produktion von pharmazeutischen Arzneimitteln oder Kosmetika. Sie übernehmen Aufgaben in verschiedenen Bereichen, z.B. in der Betriebstechnik oder in der Logistik.
+
+## Trends
+
+Nachhaltigkeit in der chemischen und pharmazeutischen IndustrieNachhaltigkeit entwickelt sich zu einem zentralen Innovations- und Wettbewerbsfaktor in der chemischen und pharmazeutischen Industrie. Im Fokus stehen die Dekarbonisierung von Produktionsprozessen, die Umsetzung einer Kreislaufwirtschaft sowie die Entwicklung ressourcenschonender und sicherer Produkte im Sinne der Green Chemistry. Unternehmen arbeiten an der Substitution besonders besorgniserregender Stoffe, bspw. aus der Gruppe der PFAS, an innovativen Recyclingverfahren und an der Etablierung transparenter und nachhaltiger Lieferketten. Zudem eröffnen datengetriebene Methoden und Künstliche Intelligenz (KI) neue Möglichkeiten zur Optimierung von Produktionsprozessen sowie zur beschleunigten Entwicklung von Wirkstoffen und Materialien. Für Fach- und Führungskräfte gewinnen interdisziplinäre Kompetenzen, Innovationsfähigkeit und die kontinuierliche Auseinandersetzung mit regulatorischen, technologischen und gesellschaftlichen Anforderungen zunehmend an Bedeutung.
+Smarte Technologien für das Labor 4.0Die Digitalisierung von Laboren entwickelt sich zunehmend zu hochautomatisierten und datengetriebenen Arbeitsumgebungen. Moderne Laborinformations- und Managementsysteme vernetzen Geräte, Analytik sowie Dokumentation. Sie schaffen die Grundlage für die effiziente Nutzung großer Datenmengen. Künstliche Intelligenz (KI) unterstützt die Auswertung komplexer Analysedaten, identifiziert Muster und beschleunigt die Entwicklung neuer Produkte und Verfahren. Fortschritte in der Laborrobotik, automatisierten Synthese und sogenannten "Self-Driving Labs" ermöglichen es, Versuchsreihen weitgehend autonom zu planen, durchzuführen und auf Basis der gewonnenen Ergebnisse kontinuierlich zu optimieren. Fach- und Führungskräfte sollten sich mit diesen Entwicklungen auseinandersetzen, um die Potenziale datengetriebener und zunehmend autonomer Laborprozesse erfolgreich zu nutzen.
+KI und Big Data in der ArzneimittelentwicklungMit "Big Data" bezeichnet man große Mengen strukturierter oder unstrukturierter Daten, deren Umfang zudem schnell wächst beziehungsweise die sehr rasch ausgetauscht werden. Die Daten können in unterschiedlichsten Formaten, etwa als Text-, Bild- oder Videodateien vorliegen. Es können zum Beispiel Produktions- und Transportdaten von Unternehmen sein, Daten aus Finanztransaktionen oder zum Online-Suchverhalten. Mit manuellen und herkömmlichen Methoden der Datenverarbeitung kann diese Datenflut nicht m
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Ingenieure und Ingenieurinnen für Pharmatechnik entwickeln, planen, organisieren und überwachen im Herstellungsprozess von Pharmaprodukten wie Arzneimitteln oder Kosmetika die technischen Abläufe und Verfahren. Neben Betriebstechnik, Verfahrens- und Produktentwicklung übernehmen sie unter anderem Aufgaben in Einkauf und Logistik oder in der Kundenberatung.
+Verfahrens- und Produktentwicklung In der Pharmaindustrie werden immer wieder neue Verfahren der Arzneimittelherstellung entwickelt, insbesondere in größeren Unternehmen mit eigenen Forschungsabteilungen. Um existierende Systeme an die jeweiligen apparativen und räumlichen Anforderungen sowie die Erfordernisse des speziellen Arzneimittels anzupassen, leisten Ingenieure und Ingenieurinnen für Pharmatechnik die entscheidende Entwicklungsarbeit. Sie verknüpfen die pharmazeutische Verfahrenstechnik mit der Mess-, Steuer- und Regelungstechnik und konzipieren computergesteuerte automatisierte Anlagen für rationelle Produktionsabläufe (Technische und organisatorische Führung offener und geschlossener industrieller Prozesse durch Methoden der Mess-, Steuerungs-, Regelungs- und Automatisierungstechnik
+" name="Prozessleittechnik">Prozessleittechnik).
+In forschenden Pharmafirmen Zusammenführung von 2 oder mehr Bestandteilen zu einer neuen Einheit
+" name="Synthese">synthetisieren Ingenieure und Ingenieurinnen für Pharmatechnik beispielsweise neue Arzneistoffe, stellen aus dieser Substanz mithilfe der Lehre von der Herstellung natürlicher Arzneimittel, benannt nach dem altgriechischen Arzt Galen
+" name="Galenik">Galenik ein Arzneimittel im Labormaßstab her und entwickeln es mit pharmazeutisch-technologischen Verfahren bis zur Produktionsreife weiter.
+Betriebstechnik und QualitätssicherungIm Bereich der Betriebstechnik sind Ingenieure und Ingenieurinnen für Pharmatechnik verantwortlich für die Funktionstüchtigkeit, Einrichtung, Umrüstung, Wartung, Reparatur, Hygiene, Arbeitssicherheit sowie für die Umweltverträglichkeit von Maschinen, Geräten, Anlagen und Räumen. Sie übernehmen die Koordination des Einsatzes von Servicetechnikern und -technikerinnen und weisen die Mitarbeiter/innen entsprechend ein. Weiterhin erstellen sie beispielsweise Risikoanalysen und Arbeitsanweisungen und führen Qualifizierungsmaßnahmen durch.
+Im Bereich der Verpackung, der sogenannten Konfektionierung, veranlassen Ingenieure und Ingenieurinnen für Pharmatechnik die Verpackung der Fertigware zu einem verkaufsfähigen Arzneimittel. 
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Verfahrens- und Produktentwicklungneue Produktionsverfahren zur Arzneimittelherstellung entwickeln sowie bestehende Herstellungsverfahren weiterentwickeln und optimieren
+
+Geräte und Maschinen für die Arzneimittelherstellung bzw. für die instrumentelle Teilgebiet der Chemie, das sich mit Anaylse und Ermittelung der Einzelbestandteile von zusammengesetzten Stoffen beschäftigt
+" name="Analytische Chemie">Analytik konzipieren und weiterentwickeln
+
+analytische Prüfung sowie Haltbarkeitsprüfung der Rezepturen durchführen sowie ggf. optimieren
+
+Wirkstoffe Zusammenführung von 2 oder mehr Bestandteilen zu einer neuen Einheit
+" name="Synthese">synthetisieren, Substanzen aus Naturprodukten isolieren und aus den gewonnenen Grundstoffen Arzneimittel im Laborformat entwickeln
+
+chemische Verträglichkeit von Arzneimitteln und Hilfsstoffen untersuchen
+
+Produktionsprozesse steuern die für ein bestimmtes Herstellungsverfahren benötigten Maschinen, Apparaturen und Anlagen installieren und an die speziellen Verfahrenstechniken anpassen
+
+Roh- und Hilfsstoffe für die laufende Produktion beschaffen und bereitstellen
+
+Produktionsprozess sowie die für die Produktion eingesetzten Maschinen und Geräte überwachen und Störungen beseitigen
+
+Personal hinsichtlich Betriebshygiene, Umweltschutz- und Sicherheitsbestimmungen unterweisen
+
+Termin- und Kostenkontrolle bei Auftragsabwicklung durchführen
+
+Konfektionierung der Endprodukte veranlassen und überwachen
+
+Einhaltung aller Qualitätsnormen sowie aller rechtlicher Regelungen zur Qualitätssicherung überwachen
+
+Konzepte zu umweltschonenden Maßnahmen erstellen, realisieren und überprüfen
+
+Logistik, Kundenberatung und Schulung Logistik für Produktion und Vertrieb einschließlich Lagerhaltung abwickeln
+
+Kunden bei der Investition und beim Einsatz von Geräten und Maschinen bzw. beim Einkauf von Rohstoffen geeigneter Qualität beraten
+
+Schulungen für Anwender und Mitarbeiter/innen durchführen
+
+Forschung und Lehrean Forschungsvorhaben mitwirken
+
+Vorlesungen und Seminare vorbereiten bzw. abhalten, Unterricht nachbereiten, ggf. Prüfungen abnehmen
+
+Forschungsberichte verfassen
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,81 @@
+# Market evidence report — pharmaceutical-engineer
+
+Source: **8 real job ads** (JSearch API, countries: us 8), extracted into the MSSQL evidence store; as of 2026-07-18.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 6 | 75 % |
+| senior | 1 | 12 % |
+| junior | 1 | 12 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | erp systems | 3 | 38 % |
+| 2 | minitab | 3 | 38 % |
+| 3 | ms project | 3 | 38 % |
+| 4 | ms tools | 3 | 38 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | process validation | 4 | 50 % |
+| 2 | root cause analysis | 4 | 50 % |
+| 3 | continuous process verification (cpv) | 3 | 38 % |
+| 4 | data trending | 3 | 38 % |
+| 5 | equipment qualification | 3 | 38 % |
+| 6 | process monitoring | 3 | 38 % |
+| 7 | risk assessment | 3 | 38 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | lean manufacturing | 3 | 38 % |
+| 2 | six sigma | 3 | 38 % |
+| 3 | weibull analysis | 3 | 38 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | capa development | 3 | 38 % |
+| 2 | equipment lifecycle management | 3 | 38 % |
+
+## Regional breakdown
+
+> **Corpus note:** 8 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 8 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Entry-Level Pharma Process Engineer - Hands-on | 1 |
+| Pharma Facilities & Projects Engineer OSD Specialist | 1 |
+| Pharmaceutical Process Engineer SME | 1 |
+| Principal Engineer, Drug Product [East Coast] | 1 |
+| Process Engineer - Pharmaceutical | 1 |
+| Process Engineer – Pharmaceutical | 1 |
+| Process Engineer – Pharmaceutical Manufacturing (Oral Storage Dosage & Sterile) | 1 |
+| Senior Engineer I, Drug Product Process Engineer (Hopewell, NJ) | 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 +1,35 @@
+# Occupation profile — pharmaceutical engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/e2a495fb-68a3-46f9-8753-6ce566a7a085
+- **ESCO code:** 2145.1.9
+- **ISCO-08 group:** 2145 — Chemical engineers
+
+## Description (ESCO)
+
+Pharmaceutical engineers design and develop technologies used in pharmaceutical research and drugs manufacture, advising the pharmaceutical manufacturing plants to maintain and operate those technologies and ensuring the customers` and workers` safety requirements are met. They may also be involved in the conception and design of pharmaceutical manufacturing plants and research centers.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- pharmaceutical engineering developer
+- pharmaceutical technology engineering specialist
+- pharmaceuticals engineer
+- pharmaceutical technology engineering consultant
+- pharmaceutical engineering designer and developer
+- pharmaceutical engineering expert
+- pharmaceutical engineering specialist
+- pharmaceutical production engineer
+- pharmaceutical engineering consultant
+- pharmaceutical development engineer
+- pharmaceutical process engineer
+- biotechnology engineer
+- pharmaceutical engineering adviser
+- pharmaceutical technology engineering adviser
+- pharmaceutical manufacturing engineer
+- pharmaceutical technology engineer
+- pharmaceutical technology engineering expert
+- pharmaceutical research engineer
+- pharmaceutical project engineer
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,177 @@
+# Competences — pharmaceutical engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/e2a495fb-68a3-46f9-8753-6ce566a7a085).
+
+## Essential
+
+- **adjust engineering designs** (skill/competence)
+- **analytical chemistry** (knowledge)
+- **apply health and safety standards** (skill/competence)
+- **approve engineering design** (skill/competence)
+- **assess environmental impact** (skill/competence)
+- **biological chemistry** (knowledge)
+- **chemistry** (knowledge)
+- **drug administration regulations** (knowledge)
+- **engineering principles** (knowledge)
+- **engineering processes** (knowledge)
+- **ensure compliance with environmental legislation** (skill/competence)
+- **ensure compliance with safety legislation** (skill/competence)
+- **examine engineering principles** (skill/competence)
+- **forecast organisational risks** (skill/competence)
+- **good manufacturing practices** (knowledge)
+- **human physiology** (knowledge)
+- **industrial research and development** (knowledge)
+- **monitor plant production** (skill/competence)
+- **perform scientific research** (skill/competence)
+- **pharmaceutical drug development** (knowledge)
+- **pharmaceutical industry** (knowledge)
+- **pharmaceutical manufacturing quality systems** (knowledge)
+- **test production input materials** (skill/competence)
+- **use technical drawing software** (skill/competence)
+- **work with chemicals** (skill/competence)
+- **write batch record documentation** (skill/competence)
+- **write technical reports** (skill/competence)
+
+## Optional
+
+- analyse medication's impact on brain (skill/competence)
+- chemical preservation (knowledge)
+- computational chemistry (knowledge)
+- conduct public presentations (skill/competence)
+- contribute to registration of pharmaceutical products (skill/competence)
+- design pharmaceutical manufacturing systems (skill/competence)
+- develop pharmaceutical drugs (skill/competence)
+- electrical instrumentation engineering (knowledge)
+- evaluate pharmaceutical manufacturing process (skill/competence)
+- improve safety of medicines (skill/competence)
+- industrial software (knowledge)
+- intellectual property law (knowledge)
+- laboratory techniques (knowledge)
+- manage chemical testing procedures (skill/competence)
+- manage pharmaceutical production facilities construction (skill/competence)
+- mechanical engineering (knowledge)
+- packaging engineering (knowledge)
+- perform chemical experiments (skill/competence)
+- pharmaceutical chemistry (knowledge)
+- pharmaceutical legislation (knowledge)
+- pharmacology (knowledge)
+- pharmacovigilance legislation (knowledge)
+- provide technical expertise (skill/competence)
+- quality assurance methodologies (knowledge)
+- scientific literature (knowledge)
+- software architecture models (knowledge)
+- supply chain management (knowledge)
+- test chemical samples (skill/competence)
+- test pharmaceutical process (skill/competence)
+- toxicology (knowledge)
+- types of packaging materials (knowledge)
+- use chemical analysis equipment (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 8 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- process validation — **50 %**
+- root cause analysis — **50 %**
+- risk assessment — **38 %**
+- process monitoring — **38 %**
+- continuous process verification (cpv) — **38 %**
+- data trending — **38 %**
+- equipment qualification — **38 %**
+- aggregation — **25 %**
+- process optimization — **25 %**
+- regulatory compliance — **25 %**
+- serialization — **25 %**
+- technology transfer — **25 %**
+- troubleshooting — **12 %**
+- serialization implementation — **12 %**
+- validation studies — **12 %**
+- regulatory filing — **12 %**
+- process improvement — **12 %**
+- process qualification — **12 %**
+- problem solving — **12 %**
+- process automation — **12 %**
+- process characterization — **12 %**
+- process development — **12 %**
+- lyophilization — **12 %**
+- pharmaceutical manufacturing — **12 %**
+- pharmaceutical process design — **12 %**
+- aseptic manufacturing — **12 %**
+- aseptic processing — **12 %**
+- capital project management — **12 %**
+- equipment selection — **12 %**
+- equipment sizing — **12 %**
+
+### Methods
+
+- lean manufacturing — **38 %**
+- weibull analysis — **38 %**
+- six sigma — **38 %**
+- kaizen — **25 %**
+- fmea — **25 %**
+- fmea (failure mode and effects analysis) — **25 %**
+- GMP — **25 %**
+- qbd (quality by design) — **25 %**
+- rcm (reliability-centered maintenance) — **25 %**
+- reliability engineering — **12 %**
+- qbd — **12 %**
+- RCA — **12 %**
+- rcm — **12 %**
+- project management — **12 %**
+- OE methodologies — **12 %**
+- haccp — **12 %**
+- kaizen methodologies — **12 %**
+- LEAN methodologies — **12 %**
+- cGMP — **12 %**
+- CIP — **12 %**
+- COP — **12 %**
+- CAPA — **12 %**
+- SIP — **12 %**
+- sustainability operations — **12 %**
+
+### Responsibilities
+
+- capa development — **38 %**
+- equipment lifecycle management — **38 %**
+- data analysis — **25 %**
+- cost reduction — **25 %**
+- process improvement — **25 %**
+- technical investigation — **25 %**
+- yield improvement — **25 %**
+- yield improvement projects — **12 %**
+- technical documentation development — **12 %**
+- technical investigation leadership — **12 %**
+- technical leadership — **12 %**
+- team collaboration — **12 %**
+- troubleshooting — **12 %**
+- utility system design — **12 %**
+- technology transfer — **12 %**
+- technology transfer support — **12 %**
+- stakeholder communication — **12 %**
+- project coordination — **12 %**
+- project execution — **12 %**
+- project management — **12 %**
+- regulatory audit support — **12 %**
+- regulatory compliance — **12 %**
+- regulatory compliance support — **12 %**
+- fault analysis — **12 %**
+- process equipment selection — **12 %**
+- process implementation — **12 %**
+- process risk assessment — **12 %**
+- process standardization — **12 %**
+- process support — **12 %**
+- cost reduction projects — **12 %**
+- cpv program maintenance — **12 %**
+- cad designer direction — **12 %**
+- collaboration with manufacturing teams — **12 %**
+- auditing support — **12 %**
+- equipment maintenance — **12 %**
+- design documentation preparation — **12 %**
+- engineering initiative support — **12 %**
+- issue resolution — **12 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,36 @@
+# Tasks & work activities — pharmaceutical engineer
+
+Source: O*NET 30.3, occupation 11-9041.01 (Biofuels/Biodiesel Technology and Product Development Managers) — manual nearest-occupation mapping via ISCO group 2145; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Develop lab scale models of industrial scale processes, such as fermentation.
+- **[Supplemental]** Develop computational tools or approaches to improve biofuels research and development activities.
+- **[Core]** Provide technical or scientific guidance to technical staff in the conduct of biofuels research or development.
+- **[Core]** Prepare, or oversee the preparation of, experimental plans for biofuels research or development.
+- **[Core]** Prepare biofuels research and development reports for senior management or technical professionals.
+- **[Supplemental]** Perform protein functional analysis and engineering for processing of feedstock and creation of biofuels.
+- **[Supplemental]** Develop separation processes to recover biofuels.
+- **[Supplemental]** Develop methods to recover ethanol or other fuels from complex bioreactor liquid and gas streams.
+- **[Supplemental]** Develop methods to estimate the efficiency of biomass pretreatments.
+- **[Supplemental]** Design or execute solvent or product recovery experiments in laboratory or field settings.
+- **[Core]** Design or conduct applied biodiesel or biofuels research projects on topics, such as transport, thermodynamics, mixing, filtration, distillation, fermentation, extraction, and separation.
+- **[Supplemental]** Design chemical conversion processes, such as etherification, esterification, interesterification, transesterification, distillation, hydrogenation, oxidation or reduction of fats and oils, and vegetable oil refining.
+- **[Core]** Conduct experiments on biomass or pretreatment technologies.
+- **[Core]** Conduct experiments to test new or alternate feedstock fermentation processes.
+- **[Core]** Analyze data from biofuels studies, such as fluid dynamics, water treatments, or solvent extraction and recovery processes.
+- **[Core]** Oversee biodiesel/biofuels prototyping or development projects.
+- **[Core]** Propose new biofuels products, processes, technologies or applications based on findings from applied biofuels or biomass research projects.
+- **[Supplemental]** Conduct research to breed or develop energy crops with improved biomass yield, environmental adaptability, pest resistance, production efficiency, bioprocessing characteristics, or reduced environmental impacts.
+
+## Detailed work activities
+
+- Communicate green energy production information.
+- Develop operating strategies, plans, or procedures for green or sustainable operations.
+- Develop specifications for new products or processes.
+- Develop technical processes to improve the efficiency of biofuel production.
+- Direct green energy production operations.
+- Evaluate energy production data.
+- Model operational processes.
+- Supervise workers performing environmentally sustainable activities.
+- Test green technologies or processes.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,60 @@
+# Tools & technology — pharmaceutical engineer
+
+Source: O*NET 30.3, occupation 11-9041.01 (Biofuels/Biodiesel Technology and Product Development Managers) — manual nearest-occupation mapping via ISCO group 2145; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Adobe Illustrator | Graphics or photo imaging software | yes |
+| Epic Systems | Medical software | yes |
+| Linux | Operating system software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft SQL Server | Data base management system software | yes |
+| Microsoft SQL Server Integration Services SSIS | Enterprise application integration software | yes |
+| Microsoft SQL Server Reporting Services SSRS | Object or component oriented development software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Word | Word processing software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| Perl | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| UNIX | Operating system software | yes |
+| Ab Initio | Enterprise resource planning ERP software |  |
+| Agilent ChemStation | Analytical or scientific software |  |
+| Dassault Systemes CATIA | Computer aided manufacturing CAM software |  |
+| Email software | Electronic mail software |  |
+| Fleet Asset Management and Optimization Solutions FAMOS PEPSE | Analytical or scientific software |  |
+| Formula translation/translator FORTRAN | Development environment software |  |
+| Fund accounting software | Accounting software |  |
+| GE Energy GateCycle | Analytical or scientific software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Microsoft Great Plains Personal Data Keeper | Time accounting software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Structure query language SQL | Data base user interface and query software |  |
+| Web browser software | Internet browser software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 8 ads, as of 2026-07-18)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- erp systems — **38 %**
+- minitab — **38 %**
+- ms project — **38 %**
+- ms tools — **38 %**
+- Microsoft Office — **12 %**
+- Microsoft Project — **12 %**
+- Power BI — **12 %**
+- Autocad — **12 %**
+- Smartsheet — **12 %**
+- SharePoint — **12 %**
+- Teams — **12 %**
+- Veeva Vault — **12 %**
+
+<!-- market-evidence -->