feat: environmental-scientist skill package v0.1.0

2026-08-14 16:48:54 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — environmental-scientist
+
+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 — environmental-scientist
+    "ESCO (occupation & competences)" : 83
+    "O*NET (tasks & tools)" : 103
+    "Job boards (market evidence)" : 59
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 141
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 83 | 21.2 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 103 | 26.3 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 59 | 15.1 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 141 | 36.1 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,61 @@
+---
+name: environmental-scientist
+description: "Occupational skill for the role 'environmental scientist' (also: geologist, mineral technician, geological technician, soil scientist, land survey technician, mineral technologist). Use when the user asks for typical environmental scientist work such as: Conduct environmental audits or inspections or investigations of violations.; Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements.; Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management."
+---
+
+# Environmental Scientist
+
+Environmental scientists identify problems and find solutions in order to minimize environmental hazards by performing analysis on samples such as air, water or soil. They advise on or develop environmental policies and aim to improve water supplies preservation and manage waste disposal sites. Environmental scientists perform environmental risk assessments and analyse the environmental impact of new solutions, construction sites or environmental changes ensuring the environmental regulations are followed.
+
+## Core workflow
+
+1. Conduct environmental audits or inspections or investigations of violations.
+2. Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements.
+3. Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management.
+4. Collect, synthesize, analyze, manage, and report environmental data, such as pollution emission measurements, atmospheric monitoring measurements, meteorological or mineralogical information, or soil or water samples.
+5. Communicate scientific or technical information to the public, organizations, or internal audiences through oral briefings, written documents, workshops, conferences, training sessions, or public hearings.
+6. Provide scientific or technical guidance, support, coordination, or oversight to governmental agencies, environmental programs, industry, or the public.
+7. Process and review environmental permits, licenses, or related materials.
+8. Supervise or train students, environmental technologists, technicians, or other related staff.
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- advise on chemical use reduction
+- advise on environmental risk management systems
+- advise on pollution prevention
+- analyse environmental data
+- apply for research funding
+- apply research ethics and scientific integrity principles in research activities
+- assess groundwater environmental impact
+- carry out environmental audits
+- collect samples for analysis
+- communicate with a non-scientific audience
+- conduct environmental site assessments
+- conduct environmental surveys
+- conduct research across disciplines
+- conduct research before survey
+- demonstrate disciplinary expertise
+
+## Hot technologies
+
+- IBM SPSS Statistics
+- Autodesk AutoCAD
+- Bentley MicroStation
+- Microsoft Access
+- Structured query language SQL
+- Microsoft Visual Basic
+- Adobe Acrobat
+- Microsoft Outlook
+- SAP software
+- ESRI ArcGIS software
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/11d72bd6-779a-4643-9962-313833740094), O*NET 30.3 (19-2041.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,202 @@
+{
+  "name": "environmental-scientist",
+  "title": "environmental scientist",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/11d72bd6-779a-4643-9962-313833740094",
+    "esco_code": "2133.7",
+    "isco_group": "2133",
+    "onet_soc": "19-2041.00",
+    "crosswalk_match": "exactMatch"
+  },
+  "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": 22,
+    "dwas": 19,
+    "skills_essential": 56,
+    "skills_optional": 26,
+    "software": 61
+  },
+  "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
+      },
+      "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
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 11
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 12
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 12
+      },
+      "fcakyon/claude-codex-settings": {
+        "repo": "https://github.com/fcakyon/claude-codex-settings",
+        "commit": "44b7c00",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "OpenRaiser/NanoResearch": {
+        "repo": "https://github.com/OpenRaiser/NanoResearch",
+        "commit": "7144364",
+        "license": "MIT",
+        "skills": 1
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 3
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "skills": 1
+      },
+      "claude-world/director-mode-lite": {
+        "repo": "https://github.com/claude-world/director-mode-lite",
+        "commit": "9d0c333",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "wanshuiyin/Auto-claude-code-research-in-sleep": {
+        "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep",
+        "commit": "eb5c9d7",
+        "license": "MIT",
+        "skills": 1
+      },
+      "bitwize-music-studio/claude-ai-music-skills": {
+        "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills",
+        "commit": "96446de",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 1
+      },
+      "makenotion/claude-code-notion-plugin": {
+        "repo": "https://github.com/makenotion/claude-code-notion-plugin",
+        "commit": "9847f2a",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 79,
+      "adjacent": 1
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 83,
+      "onet": 103,
+      "jobads": 59,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 141,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 21.2,
+      "onet": 26.3,
+      "jobads": 15.1,
+      "wiki_ai": 0.0,
+      "anthropic": 1.3,
+      "ai_skills": 36.1,
+      "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 +1,274 @@
+# External AI agent skills — environmental-scientist
+
+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 |
+|---|---|---|---|
+| `planning-patterns` | core | Structured planning methodology with research, brainstorming, phased plan creation, risk assessment, and plan-to-build continuity. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/cc10x/skills/planning-patterns) |
+| `meta-analysis-engine` | core | Skill for conducting meta-analyses of research findings | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/meta-analysis-engine) |
+| `research-first-dev` | core | Research-first development methodology that investigates existing solutions, brainstorms alternatives, and evaluates trade-offs before any implementation begins. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/everything-claude-code/skills/research-first-dev) |
+
+## 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 |
+|---|---|---|---|
+| `market-research` | core | Use when doing upstream market-research methodology — sizing a market as TAM/SAM/SOM computed BOTH top-down and bottoms-up (never a single unsourced number), planning a survey sample size with finite-population correction and per-segment … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/research-ops/skills/market-research) |
+
+## Source: bitwize-music-studio/claude-ai-music-skills
+
+- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `researchers-verifier` | core | Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researchers-verifier) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `academic-baseline` | core | Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/academic-baseline) |
+| `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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/03-K-Dense-AI-claude-scientific-skills/literature-review) |
+| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) |
+| `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) |
+| `econ-audit` | core | Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/econ-audit) |
+| `peer-review-guide` | core | Conduct thorough, constructive peer reviews and evaluate research papers | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review/peer-review-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) |
+| `core-api-guide` | core | Search and retrieve open access research papers via CORE aggregator | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/fulltext/core-api-guide) |
+
+## Source: claude-world/director-mode-lite
+
+- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) |
+| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/market-research-reports) |
+| `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) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/venue-templates) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/citation-management) |
+| `research-engineer` | core | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/research-engineer) |
+| `scientific-brainstorming` | core | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-brainstorming) |
+| `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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/literature-review) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) |
+| `research-lookup` | core | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/research-lookup) |
+
+## Source: fcakyon/claude-codex-settings
+
+- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `paper-search-usage` | core | This skill should be used when user asks to "search for papers", "find research papers", "search arXiv", "search PubMed", "find academic papers", "search IEEE", "search Scopus", or "look up scientific literature". | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/paper-search-tools/skills/paper-search-usage) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `scientific-brainstorming` | core | Open-ended scientific ideation partner. Use for research gaps, mechanism exploration, interdisciplinary connections, assumptions, possible research directions, and lightweight literature matrix or A+B paper-combination idea mapping. For … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-brainstorming) |
+| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) |
+| `citation-management` | core | Comprehensive citation management for academic research. Resolve bibliographic identifiers, extract accurate metadata, validate citations, deduplicate references, and generate properly formatted BibTeX entries. This skill should be used … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/citation-management) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/literature-review) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
+| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/openalex-database) |
+| `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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
+| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/market-research-reports) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) |
+| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-brainstorming) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/venue-templates) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/citation-management) |
+| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/research-lookup) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) |
+| `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) |
+| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/autoskill) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/literature-review) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
+| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/market-research-reports) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) |
+| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-brainstorming) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/venue-templates) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/citation-management) |
+| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/research-lookup) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) |
+| `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) |
+| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/autoskill) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/literature-review) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) |
+
+## Source: makenotion/claude-code-notion-plugin
+
+- Repository: [https://github.com/makenotion/claude-code-notion-plugin](https://github.com/makenotion/claude-code-notion-plugin) (commit `9847f2a`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `notion-research-documentation` | core | Searches across your Notion workspace, synthesizes findings from multiple pages, and creates comprehensive research documentation saved as new Notion pages. Turns scattered information into structured reports with proper citations and … | [source](https://github.com/makenotion/claude-code-notion-plugin/tree/9847f2a/skills/notion/research-documentation) |
+
+## Source: mukul975/Anthropic-Cybersecurity-Skills
+
+- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `html-ppt-zhangzara-monochrome` | core | A grant proposal on CRISPR base-editing for sickle-cell disease — the hypothesis, the approach, the milestones, and the risk. Built as a decision-grade academic research deck for grant review committee. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-zhangzara-monochrome) |
+| `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: 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 |
+|---|---|---|---|
+| `research` | core | Researches a topic by breaking it into subtopics, gathering factual information with reasoning, and producing a structured summary with key findings and open questions. Use when the user asks to research, investigate, look up, summarize a … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/lyzr-agent/skills/research) |
+
+## Source: OpenRaiser/NanoResearch
+
+- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `academic-plotting` | core | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/academic-plotting) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `academic-plotting` | core | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/academic-plotting) |
+
+## Source: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+
+## 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: wanshuiyin/Auto-claude-code-research-in-sleep
+
+- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `academic-plotting` | core | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/academic-plotting) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,74 @@
+# Berufsbild (Deutschland) — Umweltwissenschaftler/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 59639,
+> KldB 2010: B 42314 · 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/59639
+
+## Aufgaben und Tätigkeiten kompakt
+
+Umweltwissenschaftler und Umweltwissenschaftlerinnen erforschen die Ursachen ökologischer Probleme, um Schäden zu verhindern oder zu beseitigen. Sie überwachen und analysieren umweltrelevante Prozesse, bewerten ökologische Risiken und führen Umweltverträglichkeitsprüfungen durch. Dazu nehmen sie z.B. Proben, führen Messungen durch, werten diese aus und erstellen ggf. ein Gutachten oder eine Studie.
+Auf Basis ihrer Ergebnisse planen und kontrollieren sie bspw. Schutzprogramme und Schutzgebiete, führen Renaturierungen durch und sorgen für umweltschonende Eingriffe in Landschaft und Natur. Sie beraten Unternehmen in Fragen des Umweltschutzes und wirken bei Genehmigungsverfahren mit. Auch in der Verbraucherberatung oder in der Umweltbildung gibt es Einsatzmöglichkeiten.
+
+## Tätigkeitsbezeichnungen
+
+Umweltwissenschaftler/in
+
+Berufsbezeichnung in englischer SpracheEnvironmental scientist (m/f)
+
+Berufsbezeichnung in französischer SpracheScientifique (m/f) de l’environnement
+
+## Die Tätigkeit im Überblick
+
+Umweltwissenschaftler und Umweltwissenschaftlerinnen analysieren Ursachen von Umweltproblemen und entwickeln Lösungen in den Bereichen Umweltplanung, Umwelt-, Natur- und Gesundheitsschutz. Sie beraten auch Unternehmen und Verbraucher zu Umweltfragen.
+
+## Trends
+
+Urban Mining - Der städtische Raum als RohstoffquelleStädte besitzen einen enormen Reichtum an Materialbeständen. In Anbetracht der steigenden Ressourcenknappheit ist das für künftige Generationen von großem Wert. Urban Mining begreift den städtischen Raum als großes Materiallager. Ziel ist es, aus langlebigen Produkten, Gebäuden und Infrastrukturen Sekundärrohstoffe zu gewinnen. Urban Mining ist eine langfristige Strategie und will wichtige Stoffkreisläufe etablieren. Bereits verwertete Stoffe, z.B. verbauter Beton in alten Gebäuden, sollen eine neue Verwendung finden und recycelt werden. Besonders Fach- und Führungskräfte der Baubranche werden sich aufgrund der Wissenschaft von den Beziehungen der Lebewesen zu ihrer belebten und unbelebten Umwelt; wird häufig auch in Zusammenhang mit Umweltschutz bzw. einem nachhaltigen Wirtschaften (Ökologische Marktwirtschaft) verwendet
+" name="Ökologie">ökologischen und ökonomischen Vorteile mit dieser Thematik auseinandersetzen. 
+CO2-KreislaufwirtschaftCarbon Capture and Utilization (CCU) bezeichnet die Abscheidung von Kohlenstoffdioxid (CO2) aus Abgasen, die dann einen weiteren Nutzungszyklus durchlaufen. CCU zielt also auf eine direkte Wiederverwendung ab. Bei Carbon Capture and Storage (CCS) ist das Ziel hingegen die Speicherung von aus der Atmosphäre entzogenem CO2. CCU trägt zur Reduzierung von Emissionen bei und wirkt dem Treibhauseffekt entgegen. Techniken wie die (modifizierte) Photosynthese, Gasfermentation oder Elektrobiosynthese ermöglichen den Gewinn verschiedener Erzeugnisse, z.B. synthetische Kraftstoffe, Futtermittel, Farbstoffe oder auch Leichtbaumaterialien. Fach- und Führungskräfte werden sich mit entsprechenden Weiterbildungen auf die verschiedenen Anwendungsgebiete vorbereiten.
+Big Data in der WissenschaftForschende in verschiedenen Fachbereichen können durch Mit "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 mehr ausgewertet werden. Es bedarf einer speziellen Big-Data-Analyse, basierend auf Algorithmen und intelligenten Mustererkennungstechnologien. s. a
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Umweltwissenschaftler/innen analysieren Ursachen von Umweltproblemen, entwickeln Lösungen in den Bereichen Umweltplanung, Umwelt-, Natur- und Gesundheitsschutz und beraten Unternehmen und Verbraucher zu Umweltfragen.
+Nachhaltige UmweltlösungenOb Bebauungspläne im Hinblick auf ökologische Risiken zu analysieren oder ein Unternehmen hinsichtlich der Entsorgung umweltschädlicher Produktionsabfälle zu beraten ist: Ziel der Arbeit von Umweltwissenschaftlern und -wissenschaftlerinnen ist es, Voraussetzungen für bestmögliche Lebensbedingungen und Entfaltungsmöglichkeiten für Natur und Menschen zu schaffen und Bewältigungsstrategien für die dabei auftretenden Interessenskonflikte zu finden.
+Umweltwissenschaftler/innen sind in Behörden, Organisationen, Planungs- und Beratungsbüros, Industrieunternehmen und Forschungseinrichtungen tätig. Sie können sich auf unterschiedliche Anwendungsgebiete ihres Faches spezialisieren: Beispielsweise planen sie Maßnahmen für den Einwirken von Verunreinigungen, Lärm, Strahlen o.Ä. auf Menschen, Tiere, Pflanzen etc.
+" name="Immission">Immissions-, Gewässer- oder Bodenschutz, sind in der Landespflege oder in der Verbraucherberatung aktiv. Zum Teil übernehmen sie auch Aufgaben im Bereich Arbeitsschutz. Auf Basis eigener Untersuchungen und Analysen erstellen sie im Rahmen von Umweltverträglichkeitsprüfungen Gutachten zu umweltrelevanten Maßnahmen in öffentlichen und privaten Einrichtungen. Als Umweltbeauftragte beraten und begleiten sie Institutionen, Organisationen und Unternehmen in ökologisch bedeutsamen Handlungsfeldern. Auch mit Öffentlichkeitsarbeit für Umweltfragen und ökologische Vorhaben haben sie zu tun.
+In der Umweltinformatik und -kommunikation entwickeln, realisieren und pflegen Umweltwissenschaftler/innen Datenbanken und Plattformen, die sich mit Umweltfragen wie dem Klimawandel beschäftigen. 
+Analysieren und PlanenZwar gibt es nach wie vor die Feldforschung "im Grünen", etwa in Aufgabenfeldern wie Biodiversitätsforschung und Biotopaufnahme und -pflege, die meisten Umweltwissenschaftler/innen verbringen jedoch erheblich mehr Zeit im Labor und am Computer. Dort werten sie Untersuchungsergebnisse aus und dokumentieren sie, erstellen Projektkonzepte, planen Maßnahmen und schreiben Anträge auf Fördermittel.
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+Messung und AnalyseMessungen durchführen, Proben nehmen und im Labor auswerten
+
+Untersuchungsergebnisse interpretieren und dokumentieren
+
+beim Umweltmonitoring mitwirken, z.B. Luft- und Satellitenbilder auf Veränderungen in der Natur hin auswerten
+
+Umweltschutzmaßnahmen planenin der Entwicklungsplanung für ländliche Räume mitwirken, z.B. Verfahren zur Umstrukturierung ländlicher Räume entwickeln und umsetzen
+
+Konzepte einer nachhaltigen Verkehrsplanung entwickeln und gestalten, z.B. landschaftspflegerische Begleitpläne bei Verkehrsmaßnahmen erstellen
+
+Maßnahmen für ein ökologisches und sozialverträgliches Management von Ressourcen wie Trinkwasser und Wasserkraft entwickeln und umsetzen
+
+ggf. nachhaltigen Tourismus mitgestalten
+
+Bewertung und BeratungGutachten erstellen, z.B. für Umweltverträglichkeitsprüfungen
+
+Firmen und Institutionen in Aspekten des Umweltschutzes beraten
+
+bei Genehmigungs-, Raumordnungs- und Planfeststellungsverfahren mitwirken, z.B. bei der Standortsuche für eine Mülldeponie oder Müllverbrennungsanlage
+
+Verbraucher z.B. über umweltgerechte Abfallentsorgung beraten
+
+Öffentlichkeitsarbeit in den Bereichen Umweltplanung und Umweltschutz betreiben
+
+Informationsplattformen und Datenbanken zu Umweltfragen konzipieren, erstellen und pflegen
+
+Forschung und Lehrean Forschungsvorhaben mitwirken
+
+ Vorlesungen und Seminare vor- und nachbereiten bzw. abhalten, ggf. Prüfungen abnehmen
+
+Forschungsberichte verfassen
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,96 @@
+# Market evidence report — environmental-scientist
+
+Source: **22 real job ads** (JSearch API, countries: us 22), 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 | 13 | 59 % |
+| junior | 5 | 23 % |
+| senior | 3 | 14 % |
+| n/a | 1 | 5 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Office | 5 | 23 % |
+| 2 | AutoCAD | 4 | 18 % |
+| 3 | Microsoft Excel | 4 | 18 % |
+| 4 | Microsoft Word | 4 | 18 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | data analysis | 7 | 32 % |
+| 2 | groundwater sampling | 6 | 27 % |
+| 3 | environmental compliance | 4 | 18 % |
+| 4 | project management | 4 | 18 % |
+| 5 | soil sampling | 4 | 18 % |
+| 6 | wetland delineation | 4 | 18 % |
+| 7 | data collection | 3 | 14 % |
+| 8 | environmental site assessment | 3 | 14 % |
+| 9 | regulatory compliance | 3 | 14 % |
+| 10 | regulatory permitting | 3 | 14 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | report preparation | 6 | 27 % |
+| 2 | data analysis | 3 | 14 % |
+| 3 | field data collection | 3 | 14 % |
+| 4 | field work | 3 | 14 % |
+| 5 | permit application preparation | 3 | 14 % |
+| 6 | technical report preparation | 3 | 14 % |
+
+## Regional breakdown
+
+> **Corpus note:** 22 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** — 22 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 |
+|---|---|
+| Environmental Scientist | 5 |
+| Early Career Environmental Scientist | 1 |
+| Entry Level Environmental Scientist/Environmental Engineer (Water Practice) | 1 |
+| Entry-Level Geologist or Environmental Scientist | 1 |
+| Environmental Field Scientist | 1 |
+| Environmental Scientist - Entry Level | 1 |
+| Environmental Scientist / Research Environmental Scientist | 1 |
+| Environmental Scientist I  / Geoscientist I Technician | 1 |
+| Environmental Scientist I / Geoscientist I Technician | 1 |
+| Environmental Scientist Lead | 1 |
+| Environmental Scientist Task Lead - East Coast | 1 |
+| Environmental Scientist, Geologist or Engineer | 1 |
+| Field Geologist | 1 |
+| Mid-Level Environmental Scientist | 1 |
+| PHYSICAL SCIENTIST (ENVIRONMENTAL) | 1 |
+| Senior Environmental Planner/Scientist | 1 |
+| Senior Environmental Scientist | 1 |
+| Senior Environmental Scientist - Roadway & Permitting Lead | 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 — environmental scientist
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/11d72bd6-779a-4643-9962-313833740094
+- **ESCO code:** 2133.7
+- **ISCO-08 group:** 2133 — Environmental protection professionals
+- **O*NET-SOC:** 19-2041.00 — Environmental Scientists and Specialists, Including Health (match: exactMatch)
+
+## Description (ESCO)
+
+Environmental scientists identify problems and find solutions in order to minimize environmental hazards by performing analysis on samples such as air, water or soil. They advise on or develop environmental policies and aim to improve water supplies preservation and manage waste disposal sites. Environmental scientists perform environmental risk assessments and analyse the environmental impact of new solutions, construction sites or environmental changes ensuring the environmental regulations are followed.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- geologist
+- mineral technician
+- geological technician
+- soil scientist
+- land survey technician
+- mineral technologist
+- geological technologist
+- environmental engineer
+- regulatory compliance environmental professional
+- environmental scientist advisor
+- field scientist
+- environmental surveyor
+- environmental chemist
+- green infrastructure analyst
+- environmental impact expert
+- ecosystem restoration project manager
+- environmental researcher
+- environmental field scientist
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,112 @@
+# Competences — environmental scientist
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/11d72bd6-779a-4643-9962-313833740094).
+
+## Essential
+
+- **advise on chemical use reduction** (skill/competence)
+- **advise on environmental risk management systems** (skill/competence)
+- **advise on pollution prevention** (skill/competence)
+- **analyse environmental data** (skill/competence)
+- **apply for research funding** (skill/competence)
+- **apply research ethics and scientific integrity principles in research activities** (skill/competence)
+- **assess groundwater environmental impact** (skill/competence)
+- **carry out environmental audits** (skill/competence)
+- **collect samples for analysis** (skill/competence)
+- **communicate with a non-scientific audience** (skill/competence)
+- **conduct environmental site assessments** (skill/competence)
+- **conduct environmental surveys** (skill/competence)
+- **conduct research across disciplines** (skill/competence)
+- **conduct research before survey** (skill/competence)
+- **demonstrate disciplinary expertise** (skill/competence)
+- **develop environmental remediation strategies** (skill/competence)
+- **develop professional network with researchers and scientists** (skill/competence)
+- **disseminate results to the scientific community** (skill/competence)
+- **draft scientific or academic papers and technical documentation** (skill/competence)
+- **ensure compliance with environmental legislation** (skill/competence)
+- **environmental legislation** (knowledge)
+- **environmental management monitors** (knowledge)
+- **environmental policy** (knowledge)
+- **environmental threats** (knowledge)
+- **evaluate research activities** (skill/competence)
+- **implement environmental protection measures** (skill/competence)
+- **increase the impact of science on policy and society** (skill/competence)
+- **integrate gender dimension in research** (skill/competence)
+- **interact professionally in research and professional environments** (skill/competence)
+- **investigate pollution** (skill/competence)
+- **manage environmental management system** (skill/competence)
+- **manage findable accessible interoperable and reusable data** (skill/competence)
+- **manage intellectual property rights** (skill/competence)
+- **manage open publications** (skill/competence)
+- **manage personal professional development** (skill/competence)
+- **manage research data** (skill/competence)
+- **mentor individuals** (skill/competence)
+- **operate open source software** (skill/competence)
+- **perform environmental investigations** (skill/competence)
+- **perform project management** (skill/competence)
+- **perform scientific research** (skill/competence)
+- **physics** (knowledge)
+- **pollution legislation** (knowledge)
+- **pollution prevention** (knowledge)
+- **prepare visual data** (skill/competence)
+- **promote open innovation in research** (skill/competence)
+- **promote the participation of citizens in scientific and research activities** (skill/competence)
+- **promote the transfer of knowledge** (skill/competence)
+- **publish academic research** (skill/competence)
+- **scientific research methodology** (knowledge)
+- **speak different languages** (skill/competence)
+- **synthesise information** (skill/competence)
+- **think abstractly** (skill/competence)
+- **use consulting techniques** (skill/competence)
+- **use technical drawing software** (skill/competence)
+- **write scientific publications** (skill/competence)
+
+## Optional
+
+- address public health issues (skill/competence)
+- apply blended learning (skill/competence)
+- assess environmental plans against financial costs (skill/competence)
+- biology (knowledge)
+- carry out training in environmental matters (skill/competence)
+- chemistry (knowledge)
+- civil engineering (knowledge)
+- consumer protection (knowledge)
+- ecosystem management (knowledge)
+- engineering principles (knowledge)
+- environmental design (knowledge)
+- environmental engineering (knowledge)
+- food waste monitoring systems (knowledge)
+- handle chemicals (skill/competence)
+- have computer literacy (skill/competence)
+- hazardous waste storage (knowledge)
+- hydrology (knowledge)
+- inspect industrial equipment (skill/competence)
+- interpret visual literacy (skill/competence)
+- manage chemical testing procedures (skill/competence)
+- mining, construction and civil engineering machinery products (knowledge)
+- monitor manufacturing impact (skill/competence)
+- teach in academic or vocational contexts (skill/competence)
+- use resource-efficient technologies in hospitality (skill/competence)
+- watershed development (knowledge)
+- work with chemicals (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 22 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- data analysis — **32 %**
+- groundwater sampling — **27 %**
+- environmental compliance — **18 %**
+- project management — **18 %**
+- soil sampling — **18 %**
+- wetland delineation — **18 %**
+
+### Responsibilities
+
+- report preparation — **27 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,50 @@
+# Tasks & work activities — environmental scientist
+
+Source: O*NET 30.3, occupation 19-2041.00 (Environmental Scientists and Specialists, Including Health).
+
+## Task statements
+
+- **[Core]** Conduct environmental audits or inspections or investigations of violations.
+- **[Core]** Review and implement environmental technical standards, guidelines, policies, and formal regulations that meet all appropriate requirements.
+- **[Core]** Provide advice on proper standards and regulations or the development of policies, strategies, or codes of practice for environmental management.
+- **[Core]** Collect, synthesize, analyze, manage, and report environmental data, such as pollution emission measurements, atmospheric monitoring measurements, meteorological or mineralogical information, or soil or water samples.
+- **[Core]** Communicate scientific or technical information to the public, organizations, or internal audiences through oral briefings, written documents, workshops, conferences, training sessions, or public hearings.
+- **[Core]** Provide scientific or technical guidance, support, coordination, or oversight to governmental agencies, environmental programs, industry, or the public.
+- **[Core]** Process and review environmental permits, licenses, or related materials.
+- **[Core]** Supervise or train students, environmental technologists, technicians, or other related staff.
+- **[Core]** Prepare charts or graphs from data samples, providing summary information on the environmental relevance of the data.
+- **[Core]** Monitor environmental impacts of development activities.
+- **[Core]** Research sources of pollution to determine their effects on the environment and to develop theories or methods of pollution abatement or control.
+- **[Core]** Monitor effects of pollution or land degradation and recommend means of prevention or control.
+- **[Supplemental]** Evaluate violations or problems discovered during inspections to determine appropriate regulatory actions or to provide advice on the development and prosecution of regulatory cases.
+- **[Supplemental]** Analyze data to determine validity, quality, and scientific significance and to interpret correlations between human activities and environmental effects.
+- **[Supplemental]** Determine data collection methods to be employed in research projects or surveys.
+- **[Supplemental]** Conduct applied research on environmental topics, such as waste control or treatment or pollution abatement methods.
+- **[Supplemental]** Develop the technical portions of legal documents, administrative orders, or consent decrees.
+- **[Supplemental]** Investigate and report on accidents affecting the environment.
+- **[Supplemental]** Develop programs designed to obtain the most productive, non-damaging use of land.
+- **[Supplemental]** Design or direct studies to obtain technical environmental information about planned projects.
+- **[Supplemental]** Develop methods to minimize the impact of production processes on the environment, based on the study and assessment of industrial production, environmental legislation, and physical, biological, and social environments.
+- **[Supplemental]** Plan or develop research models, using knowledge of mathematical and statistical concepts.
+
+## Detailed work activities
+
+- Advise others about environmental management or conservation.
+- Advise others on matters of public policy.
+- Assess compliance with environmental laws.
+- Compile environmental or climatological data.
+- Develop environmental sustainability plans or projects.
+- Develop plans to manage natural or renewable resources.
+- Develop sustainable industrial or development methods.
+- Develop theories or models of physical phenomena.
+- Direct technical activities or operations.
+- Monitor environmental impacts of production or development activities.
+- Plan environmental research.
+- Prepare information or documentation related to legal or regulatory matters.
+- Prepare research or technical reports on environmental issues.
+- Provide technical information or assistance to public.
+- Research environmental impact of industrial or development activities.
+- Research impacts of environmental conservation initiatives.
+- Review environmental permits, plans, or reports.
+- Supervise scientific or technical personnel.
+- Supervise trainees.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,82 @@
+# Tools & technology — environmental scientist
+
+Source: O*NET 30.3 'Software Skills' for 19-2041.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Adobe Acrobat | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Adobe Illustrator | Graphics or photo imaging software | yes |
+| C++ | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| ADMS pollution modeling software | Analytical or scientific software |  |
+| CAP88-PC | Analytical or scientific software |  |
+| CERC EMIT | Analytical or scientific software |  |
+| Chemicals and Irrigation CANDI | Analytical or scientific software |  |
+| Compass software | Analytical or scientific software |  |
+| DQO ELIPGRID-PC | Analytical or scientific software |  |
+| Ecotech WinCollect | Analytical or scientific software |  |
+| Hotspot | Analytical or scientific software |  |
+| Laboratory information management system LIMS | Analytical or scientific software |  |
+| Lakes Environmental EcoRisk View | Analytical or scientific software |  |
+| Lakes Environmental ISC-AERMOD View | Analytical or scientific software |  |
+| Lakes Environmental SLAB View | Analytical or scientific software |  |
+| Link Microtek | Analytical or scientific software |  |
+| Rad Pro Calculator | Analytical or scientific software |  |
+| RSA RadCalc | Analytical or scientific software |  |
+| SoundPLAN | Analytical or scientific software |  |
+| Statistical software | Analytical or scientific software |  |
+| TANKS | Analytical or scientific software |  |
+| Wolfel IMMI | Analytical or scientific software |  |
+| Ecotech WinAQMS | Compliance software |  |
+| Emissions tracking software | Compliance software |  |
+| Material safety data sheet MSDS software | Compliance software |  |
+| MIRS Compliance | Compliance software |  |
+| Chemical management tracking software | Data base user interface and query software |  |
+| Database software | Data base user interface and query software |  |
+| DataPipe EHS | Data base user interface and query software |  |
+| EarthSoft EQuIS Geology | Data base user interface and query software |  |
+| Lakes Environmental Emissions View | Data base user interface and query software |  |
+| Smart Data Solutions RS Solutions | Data base user interface and query software |  |
+| Tucows ChemBase | Data base user interface and query software |  |
+| Microsoft SharePoint Server | Document management software |  |
+| ESRI ArcInfo | Geographic information system |  |
+| ESRI ArcView | Geographic information system |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Geographic information system GIS systems | Geographic information system |  |
+| Corel CorelDraw Graphics Suite | Graphics or photo imaging software |  |
+| Graphics software | Graphics or photo imaging software |  |
+| SmugMug Flickr | Graphics or photo imaging software |  |
+| Web browser software | Internet browser software |  |
+| Geomechanical design analysis GDA software | Map creation software |  |
+| Golden Software Surfer | Map creation software |  |
+| Mapping software | Map creation software |  |
+| RockWare ArcMap | Map creation software |  |
+| Sun Microsystems Java | Object or component oriented development software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 22 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Office — **23 %**
+- Microsoft Word — **18 %**
+- Microsoft Excel — **18 %**
+- AutoCAD — **18 %**
+
+<!-- market-evidence -->