From 1b2a875543ea745d16c7417a07d1f935bd0dec46 Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:51:30 +0200 Subject: [PATCH] feat: waste-treatment-engineer skill package v0.1.0 --- PROVENANCE.md | 31 ++++ SKILL.md | 53 +++++++ manifest.json | 226 ++++++++++++++++++++++++++ references/ai-skills.md | 306 ++++++++++++++++++++++++++++++++++++ references/berufsbild-de.md | 93 +++++++++++ references/market.md | 76 +++++++++ references/profile.md | 27 ++++ references/skills.md | 98 ++++++++++++ references/tasks.md | 65 ++++++++ references/tools.md | 78 +++++++++ 10 files changed, 1053 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/berufsbild-de.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..9068692 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — waste-treatment-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 — waste-treatment-engineer + "ESCO (occupation & competences)" : 48 + "O*NET (tasks & tools)" : 111 + "Job boards (market evidence)" : 60 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 153 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 48 | 12.7 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 111 | 29.4 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 60 | 15.9 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 153 | 40.6 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..a067be9 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,53 @@ +--- +name: waste-treatment-engineer +description: "Occupational skill for the role 'waste treatment engineer' (also: waste treatment engineering adviser, waste treatment engineering specialist, waste treatment technology engineer, waste treatment technology engineering specialist, waste treatment engineers, waste treatment technology engineering adviser). Use when the user asks for typical waste treatment engineer work such as: typical waste treatment engineer responsibilities" +--- + +# Waste Treatment Engineer + +Waste treatment engineers design processes, facilities and equipment used in the collection, treatment, and distribution of waste. They research environmental standards and policies in order to optimise waste treatment procedures and ensure minimal strain on the environment by analysing and classifying the processed waste. + +## 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 +- advise on waste management procedures +- approve engineering design +- assess environmental impact +- characteristics of waste +- circular economy +- develop hazardous waste management strategies +- develop non-hazardous waste management strategies +- develop waste management processes +- energy +- energy market +- engineering principles +- engineering processes +- environmental legislation +- maintain waste collection records + +## Hot technologies + +- Autodesk AutoCAD +- Autodesk AutoCAD Civil 3D +- Bentley MicroStation +- C++ +- ESRI ArcGIS software +- Microsoft Access +- Microsoft Excel +- Microsoft Office software +- Microsoft PowerPoint +- Microsoft Project + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/ab4dd4f9-ee6c-41cc-8b72-42ad0b13d1e2), O*NET 30.3 (17-2081.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..988eae4 --- /dev/null +++ b/manifest.json @@ -0,0 +1,226 @@ +{ + "name": "waste-treatment-engineer", + "title": "waste treatment engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/ab4dd4f9-ee6c-41cc-8b72-42ad0b13d1e2", + "esco_code": "2143.1.4", + "isco_group": "2143", + "onet_soc": "17-2081.00", + "crosswalk_match": "manual nearest via ISCO 2143 (Environmental Engineers)" + }, + "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": 20, + "skills_optional": 27, + "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": 7 + }, + "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": 9 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 8 + }, + "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 + }, + "aaron-he-zhu/aaron-marketing-skills": { + "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills", + "commit": "b7b0b9f", + "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": 1 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 4 + }, + "code-yeongyu/oh-my-openagent": { + "repo": "https://github.com/code-yeongyu/oh-my-openagent", + "commit": "b19f652", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 7 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "license": "MIT", + "skills": 1 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "HeshamFS/materials-simulation-skills": { + "repo": "https://github.com/HeshamFS/materials-simulation-skills", + "commit": "fa1ce8d", + "license": "Apache-2.0", + "skills": 1 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "license": "MIT", + "skills": 1 + }, + "AgriciDaniel/claude-blog": { + "repo": "https://github.com/AgriciDaniel/claude-blog", + "commit": "49842ea", + "license": "MIT", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 2 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "license": "MIT", + "skills": 1 + }, + "AgriciDaniel/claude-ads": { + "repo": "https://github.com/AgriciDaniel/claude-ads", + "commit": "669c760", + "license": "MIT", + "skills": 1 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "ahacker-1/cre-agent-skills": { + "repo": "https://github.com/ahacker-1/cre-agent-skills", + "commit": "618734e", + "license": "Apache-2.0", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 1 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 48, + "onet": 111, + "jobads": 60, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 153, + "stackx": 0 + }, + "share_percent": { + "esco": 12.7, + "onet": 29.4, + "jobads": 15.9, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 40.6, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..68fa33e --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,306 @@ +# External AI agent skills — waste-treatment-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 | +|---|---|---|---| +| `context-engineering` | core | Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full 200k tokens. Provides warnings at thresholds, context-aware summarization triggers, and wave-level budget planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/gsd/skills/context-engineering) | +| `iso14971-risk-analyzer` | core | Comprehensive risk management skill implementing ISO 14971:2019 methodology for medical device risk analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/biomedical-engineering/skills/iso14971-risk-analyzer) | +| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) | +| `simulation-experiment-designer` | core | Simulation experimental design skill for efficient scenario analysis and optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/simulation-experiment-designer) | +| `unified-memory` | core | Expert skill for CUDA Unified Memory and memory prefetching optimization. Configure managed memory allocations, implement memory prefetch strategies, handle page fault analysis, configure memory hints and advise, profile unified memory … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/unified-memory) | +| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) | +| `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) | + +## Source: aaron-he-zhu/aaron-marketing-skills + +- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) | + +## 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: AgriciDaniel/claude-blog + +- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) | + +## Source: ahacker-1/cre-agent-skills + +- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) | + +## 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 | +|---|---|---|---| +| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) | + +## Source: basicmachines-co/basic-memory + +- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) | + +## 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) | +| `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) | +| `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) | +| `aer-statspai` | core | Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/50-brycewang-aer-skills/skills/aer-statspai) | +| `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) | +| `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) | +| `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) | +| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) | +| `universal-ma-codebook` | core | Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/universal-ma-codebook) | +| `choosing-causalpy-methods` | core | Choose the appropriate CausalPy experiment class from a causal question, data structure, treatment assignment, and identification assumptions. Use before writing analysis code when the method is not yet settled. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/51-pymc-labs-CausalPy/skills/choosing-causalpy-methods) | + +## 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 | +|---|---|---|---| +| `context-window-management` | core | Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long context. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/context-window-management) | +| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) | +| `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) | +| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) | +| `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) | +| `matchms` | core | Mass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata harmonization, compound ID, for metabolomics and MS data processing. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/matchms) | +| `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) | +| `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) | +| `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) | +| `anndata` | core | This skill should be used when working with annotated data matrices in Python, particularly for single-cell genomics analysis, managing experimental measurements with metadata, or handling large-scale biological datasets. Use when tasks … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/anndata) | +| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) | +| `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) | + +## Source: ferdinandobons/startup-skill + +- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) | + +## 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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-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) | +| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/geomaster) | +| `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) | + +## Source: HeshamFS/materials-simulation-skills + +- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `parameter-optimization` | core | Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/parameter-optimization) | + +## Source: hypnguyen1209/offensive-claude + +- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) | + +## Source: infrasity-labs/dev-gtm-claude-skills + +- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) | + +## 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 | +|---|---|---|---| +| `apify-cost-tuning` | core | Optimize Apify platform costs through memory tuning, compute unit management, and proxy budgeting. Use when analyzing Apify billing, reducing Actor run costs, or implementing usage monitoring and budget alerts. Trigger: "apify cost", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/apify-pack/skills/apify-cost-tuning) | + +## 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) | +| `experimental-design` | core | Design experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so the results will actually be interpretable. Use whenever someone is planning a study, asks how to … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/experimental-design) | +| `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) | +| `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) | +| `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) | +| `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) | +| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/geomaster) | +| `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) | +| `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) | + +## 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) | +| `experimental-design` | core | Design experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so the results will actually be interpretable. Use whenever someone is planning a study, asks how to … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/experimental-design) | +| `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) | +| `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) | +| `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) | +| `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) | +| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/geomaster) | +| `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) | + +## 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) | +| `analyzing-memory-forensics-with-lime-and-volatility` | core | Performs Linux memory acquisition using LiME (Linux Memory Extractor) kernel module and analysis with Volatility 3 framework. Extracts process lists, network connections, bash history, loaded kernel modules, and injected code from Linux … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-forensics-with-lime-and-volatility) | +| `conducting-memory-forensics-with-volatility` | core | Performs memory forensics analysis using Volatility 3 to extract evidence of malware execution, process injection, network connections, and credential theft from RAM dumps captured during incident response. Covers memory acquisition, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-memory-forensics-with-volatility) | +| `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) | + +## 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 | +|---|---|---|---| +| `creative-director` | core | AI creative director with recursive self-assessment: 20+ methodologies (SIT, TRIZ, Bisociation, SCAMPER, Synectics), 3-axis evaluation calibrated against Cannes/D&AD/HumanKind, 5-phase process from brief to presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/creative-director) | + +## 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-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) | + +## 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: rampstackco/claude-skills + +- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) | +| `experiment-design` | core | A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/experiment-design) | + +## 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: 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 | +|---|---|---|---| +| `system-profile` | core | Profile a target (script, process, GPU, memory, interconnect) for performance analysis. Use when user says \"profile\", \"benchmark\", \"bottleneck\", or wants performance analysis. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/skills-codex/system-profile) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..cd9af71 --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,93 @@ +# Berufsbild (Deutschland) — Ingenieur/in - Abfallwirtschaft + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 59321, +> KldB 2010: B 34334 · 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/59321 + +## Aufgaben und Tätigkeiten kompakt + +Ingenieure und Ingenieurinnen der Abfallwirtschaft entwickeln Verwertungslösungen für schwer recycelbare Produkte, optimieren Stoffkreisläufe und verbessern Verfahren zur energetischen Nutzung von Reststoffen. Sie berechnen, projektieren und überwachen den Bau von Entsorgungs- und Recyclingsanlagen sowie deren Betriebsabläufe, Wartung und Reparatur. Zudem betreuen sie Probebetriebe neuer Anlagen und schulen das Bedienungspersonal. Sie messen Schadstoffbelastungen in Böden und Gewässern und koordinieren gegebenenfalls Sanierungsmaßnahmen. In Wirtschaftsbetrieben und der Abfallberatung optimieren sie Produktionsabläufe, verringern Abfallaufkommen und informieren über Abfallvermeidung. + +## Tätigkeitsbezeichnungen + +Ingenieur/in - Abfallwirtschaft + +Berufsbezeichnungen in englischer SpracheField service engineer (m/f) - recycling systems + +Waste engineer (m/f) + +Waste management engineer (m/f) + +Berufsbezeichnungen in französischer SpracheIngénieur/Ingénieure en gestion des déchets + +Ingénieur/Ingénieure en traitement des déchets + +## Die Tätigkeit im Überblick + +Ingenieure und Ingenieurinnen der Abfallwirtschaft entwickeln und betreuen Anlagen, Geräte und Maschinen für die Abfallbehandlung und -entsorgung sowie für das Recycling von Stoffen. Altlastensanierung und Abwassertechnik können ebenso zu ihren Aufgaben gehören wie Umwelt- und Abfallberatung. + +## 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. +Digitales WasserDer Begriff "Digitales Wasser" bezeichnet den Einsatz digitaler Technologien in der Wasserwirtschaft. Dabei werden Anlagen und Prozesse in der Wasserversorgung und Abwasserbehandlung automatisiert, digitalisiert und vernetzt. Der Digitale Repräsentation eines realen Objekts, etwa von Produktionslinien, Maschinen, Fahrzeugen, medizinischen Implantaten oder ganzen Städten und Fabriken. Digitale Zwillinge sind aus Daten und Algorithmen aufgebaut und können über Sensoren mit der realen Welt gekoppelt sein. Die ständige Übertragung von Realdaten ermöglicht eine Echtzeit-Simulation des Verhaltens des physischen Vorbilds. +" name="Digitaler Zwilling">Digitale Zwillinge einer Kläranlage erleichtert z.B. deren Optimierung und Instandhaltung. Frühwarnsysteme können Störungen erkennen bzw. vermeiden und bei Extremwetterlagen helfen. Aber auch einzelne Systemkomponenten wie intelligente Pumpen oder Online-Messtechniken können Prozesse flexibler gestalten. Fach- und Führungskräfte werden sich auf die technologischen Entwicklungen vorbereiten. +Digitale Kreislaufwirtschaft Die Kreislaufwirtschaft gilt als nachhaltigerer Gegenentwurf zur linearen Produktionskette. Dabei sollen sich die verschiedenen Akteure und Akteurinnen der Wertschöpfungskette vernetzen, um möglichst energie- und ressourcenschonend zu wirtschaften. Die Digitalisierung ermöglicht die Nutzung und den Austausch von Daten und bildet so die Grundlage für die Kreislaufwirtschaft. Außerdem kann sie zur Optimierung von Prozessen u + +## Aufgaben und Tätigkeiten (Beschreibung) + +Worum geht es?Ingenieure und Ingenieurinnen der Abfallwirtschaft entwickeln und betreuen Anlagen, Geräte und Maschinen für die Abfallbehandlung und -entsorgung sowie für das Recycling von Stoffen. Altlastensanierung und Abwassertechnik können ebenso zu ihren Aufgaben gehören wie Umwelt- und Abfallberatung. +Abfallentsorgung und -wiederverwertungBeim Recycling beginnt die Tätigkeit der Ingenieure und Ingenieurinnen mit der Konzeption von Sammel-, Trenn- und Lagersystemen für Abfälle. Ziel ist eine möglichst recyclinggerechte Erfassung der verschiedenen Abfallfraktionen wie Papier, Kunststoffe, Glas oder Metall. +Bei der technischen Leitung von Entsorgungs- und Abfallbehandlungsanlagen planen und organisieren sie den Einsatz von Geräten, Maschinen und Arbeitskräften und koordinieren die Behandlung von Sonderabfällen. Sie sorgen dafür, dass zum Teil hochgiftige Reststoffe sicher transportiert und gelagert werden. In der Krankenhausentsorgung sind Ingenieure und Ingenieurinnen der Abfallwirtschaft für sachgemäßes und sicheres Beseitigen von Altmedikamenten sowie anderer krankenhausspezifischer Materialien verantwortlich. Darüber hinaus arbeiten sie Konzeptionen und Verfahren zur Entsorgung von medizinisch-technischen Geräten (z.B. Röntgenanlagen) sowie von radioaktiven Materialien aus. +Bei Stoffen, die nicht mehr behandelt oder wiederverwertet werden können, sorgen die Ingenieure und Ingenieurinnen für deren sichere Ablagerung. Sie veranlassen chemische Analysen des angelieferten Materials und dokumentieren dessen Entsorgungsort. Ingenieure und Ingenieurinnen der Abfallwirtschaft, die im Bereich Deponietechnik tätig sind, entwickeln Lösungen, um Deponiesickerwasser zu sammeln und umweltverträglich zu entsorgen. Auch Methoden zur nachträglichen Sicherung früherer Deponien oder zur Nutzbarmachung von Deponiegas erarbeiten sie. +Entsorgungs- und RecyclinganlagenWenn sie Entsorgungs- und Recyclinganlagen sowie Verfahren für die Sanierung von belasteten Böden planen, besorgen Ingenieure und Ingenieurinnen der Abfallwirtschaft die nötigen Ausgangsdaten, nehmen Messungen vor und berechnen Dimensionierung und Ausgestaltung der einzelnen Anlagenteile. Sie betreuen und optimieren Anlagen und Verfahren und entwickeln Lösungen nach Kundenwunsch. So konzipieren und betreuen sie z.B. Automatisierungs- bzw. Rationalisierungsprojekte an bestehenden Anlagen. Zudem wirken sie bei der Montage und Inbetriebnahme der Anlagen mit, koordinieren den Betriebsablauf und sorgen für Wartu + +## Aufgaben und Tätigkeiten im Einzelnen + +Technische Planung und RealisierungAnlagen und Verfahren zur Abfallentsorgung bzw. Abfallverwertung planen, realisieren und betreuen +Anlagen zur Kompostierung und Deponierung sowie Abwasser- und Klärschlammbehandlungsanlagen konzipieren + +Abfallvermeidungs- und Reststoffverwertungsstrategien sowie Konzepte des Gewässer- bzw. Immissionsschutzes entwickeln + +Anlagen zur Erfassung von Deponiesickerwasser und dessen umweltgerechter Entsorgung bzw. zur Verwertung von Deponiegas konzipieren und realisieren + +Verfahren zur Altlastensanierung konzipieren und umsetzen; dabei Messungen (Lehre von Giften und ihren Wirkungen auf lebende Organismen +" name="Toxikologie">toxikologische Bewertung) durchführen, Sanierungsverfahren ausarbeiten + +Kalkulationsunterlagen für Angebote erstellen + +Berechnungen durchführen (z.B. für die Dimensionierung einer Anlage) + +wirtschaftliche Betriebsdurchführung planen (z.B. Anlagenauslastung, Personaleinsatz, Wartung und Instandhaltung), Qualitätsmanagement sicherstellen + +Emissionen, Abwasserbelastungen und andere Umweltdaten erfassen, Einhaltung von Grenzwerten sicherstellen + +technische Abwicklung von Genehmigungsverfahren durchführen; Kostenabschätzung erstellen + + +die sachgerechte und sichere Beseitigung von Abfällen aus besonders sensiblen Bereichen, z.B. Medikamente, medizinisches oder radioaktives Material, planen und überwachen + +Organisation und Beratungüber Verfahren zur Wiedergewinnung von Stoffen sowie Möglichkeiten der Abfallentsorgung beraten + +in der Öffentlichkeitsarbeit mitwirken + +abfallwirtschaftliche Daten mithilfe spezieller Informationssysteme sammeln und auswerten, Berichte erstellen + +Personal einweisen und schulen (z.B. bei Inbetriebnahme neuer Anlagen und Maschinen) + +Aufgaben im Bereich Umweltmanagement übernehmen, z.B. in Kliniken Umweltmanagementsysteme implementieren oder Systematische und unabhängige Untersuchung bzw. Prüfung einer Aktivität und deren Ergebnisse; Vorhandensein und sachgerechte Anwendung spezifischer Anforderungen werden dadurch beurteilt und dokumentiert +" name="Audit">Audits durchführen + +Aufgaben im Vertrieb und Kundenservice übernehmen + +an baurechtlichen und immissionsschutzrechtlichen Genehmigungsverfahren mitwirken + +Aufgaben im Bereich Arbeitssicherheit und Gesundheitsschutz wahrnehmen + +Forschung und Lehrean Forschungsvorhaben mitwirken + +Vorlesungen und Seminare vorbereiten bzw. abhalten, Unterricht nachbereiten, ggf. Prüfungen abnehmen + +Forschungsberichte verfassen diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..0dbc3f3 --- /dev/null +++ b/references/market.md @@ -0,0 +1,76 @@ +# Market evidence report — waste-treatment-engineer + +Source: **12 real job ads** (JSearch API, countries: us 11, gb 1), extracted into the MSSQL evidence store; as of 2026-07-20. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 9 | 75 % | +| senior | 2 | 17 % | +| junior | 1 | 8 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | AutoCAD | 3 | 25 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | hydraulic analysis | 5 | 42 % | +| 2 | wastewater treatment design | 5 | 42 % | +| 3 | project management | 3 | 25 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | biological nutrient removal | 3 | 25 % | +| 2 | fixed-film processes | 3 | 25 % | +| 3 | membrane bio-reactors (MBR) | 3 | 25 % | +| 4 | tertiary filtration | 3 | 25 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | report preparation | 3 | 25 % | + +## Regional breakdown + +> **Corpus note:** 12 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** — 11 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### UK (gb) + +**Insufficient evidence** — 1 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 | +|---|---| +| Wastewater Treatment Design Engineer | 2 | +| Wastewater Treatment Process Engineer | 2 | +| Entry Level Water & Wastewater Engineer | 1 | +| Environmental Engineer - Air and Waste Management | 1 | +| Industrial Wastewater Staff Process Mechanical Engineer | 1 | +| Lead Wastewater Process Design Engineer (Hybrid) | 1 | +| Project Water/Wastewater Engineer | 1 | +| Senior Engineer – Solid Waste | 1 | +| Senior Technical Advisor- Wastewater | 1 | +| Water/Wastewater Treatment Engineer | 1 | + +Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..a8b1c7e --- /dev/null +++ b/references/profile.md @@ -0,0 +1,27 @@ +# Occupation profile — waste treatment engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/ab4dd4f9-ee6c-41cc-8b72-42ad0b13d1e2 +- **ESCO code:** 2143.1.4 +- **ISCO-08 group:** 2143 — Environmental engineers + +## Description (ESCO) + +Waste treatment engineers design processes, facilities and equipment used in the collection, treatment, and distribution of waste. They research environmental standards and policies in order to optimise waste treatment procedures and ensure minimal strain on the environment by analysing and classifying the processed waste. + +## Definition + +nan + +## Alternative labels + +- waste treatment engineering adviser +- waste treatment engineering specialist +- waste treatment technology engineer +- waste treatment technology engineering specialist +- waste treatment engineers +- waste treatment technology engineering adviser +- waste treatment engineering expert +- waste treatment technology engineering expert +- industrial waste treatment engineer +- waste treatment technology engineering consultant +- waste treatment engineering consultant diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..8b45821 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,98 @@ +# Competences — waste treatment engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/ab4dd4f9-ee6c-41cc-8b72-42ad0b13d1e2). + +## Essential + +- **adjust engineering designs** (skill/competence) +- **advise on waste management procedures** (skill/competence) +- **approve engineering design** (skill/competence) +- **assess environmental impact** (skill/competence) +- **characteristics of waste** (knowledge) +- **circular economy** (knowledge) +- **develop hazardous waste management strategies** (skill/competence) +- **develop non-hazardous waste management strategies** (skill/competence) +- **develop waste management processes** (skill/competence) +- **energy** (knowledge) +- **energy market** (knowledge) +- **engineering principles** (knowledge) +- **engineering processes** (knowledge) +- **environmental legislation** (knowledge) +- **maintain waste collection records** (skill/competence) +- **monitor legislation developments** (skill/competence) +- **perform scientific research** (skill/competence) +- **technical drawings** (knowledge) +- **use technical drawing software** (skill/competence) +- **waste and scrap products** (knowledge) + +## Optional + +- advise on environmental remediation (skill/competence) +- advise on environmental risk management systems (skill/competence) +- advise on pollution prevention (skill/competence) +- analyse experimental laboratory data (skill/competence) +- assess waste type (skill/competence) +- decontamination techniques (knowledge) +- develop environmental remediation strategies (skill/competence) +- develop radiation protection strategies (skill/competence) +- document analysis results (skill/competence) +- ensure compliance with radiation protection regulations (skill/competence) +- ensure compliance with waste legislative regulations (skill/competence) +- hazardous waste types (knowledge) +- instruct employees on radiation protection (skill/competence) +- liaise with local authorities (skill/competence) +- manage environmental impact of operations (skill/competence) +- monitor disposal of radioactive substances (skill/competence) +- monitor radiation levels (skill/competence) +- monitor waste treatment equipment (skill/competence) +- perform risk analysis (skill/competence) +- pollution legislation (knowledge) +- pollution prevention (knowledge) +- promote environmental awareness (skill/competence) +- radiation protection (knowledge) +- radioactive contamination (knowledge) +- report test findings (skill/competence) +- test samples for pollutants (skill/competence) +- use testing equipment (skill/competence) + + + +## Market evidence (job-ad analysis, 12 ads, as of 2026-07-20) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- hydraulic analysis — **42 %** +- wastewater treatment design — **42 %** +- project management — **25 %** +- solids processing — **17 %** +- process evaluation — **17 %** +- process optimization — **17 %** +- budget management — **17 %** +- cost projection — **17 %** +- data analysis — **17 %** +- environmental engineering — **17 %** +- facility planning — **17 %** + +### Methods + +- fixed-film processes — **25 %** +- biological nutrient removal — **25 %** +- membrane bio-reactors (MBR) — **25 %** +- tertiary filtration — **25 %** +- side stream treatment — **17 %** + +### Responsibilities + +- report preparation — **25 %** +- proposal preparation — **17 %** +- site visits — **17 %** +- shop drawing review — **17 %** +- system design — **17 %** +- process optimization — **17 %** +- hydraulic modeling — **17 %** +- infrastructure upgrades — **17 %** +- lab data analysis — **17 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..7b2ad9c --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,65 @@ +# Tasks & work activities — waste treatment engineer + +Source: O*NET 30.3, occupation 17-2081.00 (Environmental Engineers) — manual nearest-occupation mapping via ISCO group 2143; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Prepare, review, or update environmental investigation or recommendation reports. +- **[Core]** Obtain, update, or maintain plans, permits, or standard operating procedures. +- **[Core]** Provide technical support for environmental remediation or litigation projects, including remediation system design or determination of regulatory applicability. +- **[Core]** Monitor progress of environmental improvement programs. +- **[Core]** Inspect industrial or municipal facilities or programs to evaluate operational effectiveness or ensure compliance with environmental regulations. +- **[Core]** Provide administrative support for projects by collecting data, providing project documentation, training staff, or performing other general administrative duties. +- **[Core]** Develop proposed project objectives and targets and report to management on progress in attaining them. +- **[Core]** Advise corporations or government agencies of procedures to follow in cleaning up contaminated sites to protect people and the environment. +- **[Core]** Advise industries or government agencies about environmental policies and standards. +- **[Core]** Inform company employees or other interested parties of environmental issues. +- **[Core]** Assess the existing or potential environmental impact of land use projects on air, water, or land. +- **[Core]** Assist in budget implementation, forecasts, or administration. +- **[Core]** Develop site-specific health and safety protocols, such as spill contingency plans or methods for loading or transporting waste. +- **[Core]** Coordinate or manage environmental protection programs or projects, assigning or evaluating work. +- **[Core]** Serve as liaison with federal, state, or local agencies or officials on issues pertaining to solid or hazardous waste program requirements. +- **[Core]** Prepare hazardous waste manifests or land disposal restriction notifications. +- **[Core]** Develop or present environmental compliance training or orientation sessions. +- **[Core]** Develop, implement, or manage plans or programs related to conservation or management of natural resources. +- **[Supplemental]** Assess, sort, characterize, or pack known or unknown materials. +- **[Core]** Request bids from suppliers or consultants. +- **[Core]** Provide environmental engineering assistance in network analysis, regulatory analysis, or planning or reviewing database development. +- **[Core]** Design, or supervise the design of, systems, processes, or equipment for control, management, or remediation of water, air, or soil quality. +- **[Core]** Direct installation or operation of environmental monitoring devices or supervise related data collection programs. +- **[Core]** Prepare or present public briefings on the status of environmental engineering projects. +- **[Core]** Write reports or articles for Web sites or newsletters related to environmental engineering issues. +- **[Core]** Collaborate with environmental scientists, planners, hazardous waste technicians, engineers, experts in law or business, or other specialists to address environmental problems. +- **[Core]** Provide assistance with planning, quality assurance, safety inspection protocols, or sampling as part of a team conducting multimedia inspections at complex facilities. +- **[Core]** Prepare, maintain, or revise quality assurance documentation or procedures. +- **[Core]** Attend professional conferences to share information. + +## Detailed work activities + +- Advise others regarding green practices or environmental concerns. +- Assist engineers or scientists with research. +- Attend conferences or workshops to maintain professional knowledge. +- Confer with other personnel to resolve design or operational problems. +- Confer with technical personnel to prepare designs or operational plans. +- Design environmental control systems. +- Determine operational criteria or specifications. +- Develop technical methods or processes. +- Direct environmental development activities. +- Exchange information with colleagues. +- Explain project details to the general public. +- Inspect facilities or sites to determine if they meet specifications or standards. +- Investigate the environmental impact of projects. +- Maintain operational records or records systems. +- Monitor activities affecting environmental quality. +- Package materials for transport. +- Prepare detailed work plans. +- Prepare operational reports. +- Prepare procedural documents. +- Prepare project budgets. +- Prepare research or technical reports on environmental issues. +- Prepare technical or operational reports. +- Purchase materials, equipment, or other resources. +- Teach safety standards or environmental compliance methods. +- Test characteristics of materials or structures. +- Train personnel on proper operational procedures. +- Write reports or evaluations. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..8a9072e --- /dev/null +++ b/references/tools.md @@ -0,0 +1,78 @@ +# Tools & technology — waste treatment engineer + +Source: O*NET 30.3, occupation 17-2081.00 (Environmental Engineers) — manual nearest-occupation mapping via ISCO group 2143; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes | +| Bentley MicroStation | Computer aided design CAD software | yes | +| C++ | Object or component oriented development software | yes | +| ESRI ArcGIS software | Geographic information system | yes | +| Microsoft Access | Data base user interface and query 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 Word | Word processing software | yes | +| Python | Object or component oriented development software | yes | +| SAS | Analytical or scientific software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Air dispersion modeling software | Analytical or scientific software | | +| ANSYS simulation software | Analytical or scientific software | | +| Business software applications | Office suite software | | +| Computer aided design and drafting software CADD | Computer aided design CAD software | | +| Continuous emission management software | Compliance software | | +| DHI Water and Environment MIKE SHE | Analytical or scientific software | | +| Ecological risk assessment software | Analytical or scientific software | | +| Eko | Desktop communications software | | +| Environmental health and safety documentation software | Compliance software | | +| ESRI ArcView | Geographic information system | | +| Finite element method FEM software | Analytical or scientific software | | +| Formula translation/translator FORTRAN | Development environment software | | +| Fugitive emission leak detection software | Industrial control software | | +| Gas dispersion model software | Analytical or scientific software | | +| Geographic information system GIS systems | Geographic information system | | +| Geomechanical design analysis GDA software | Map creation software | | +| Greenhouse gas management software | Compliance software | | +| Hazardous materials management HMS software | Compliance software | | +| HEC-RAS | Analytical or scientific software | | +| Hydrologic simulation program fortan HSPF software | Analytical or scientific software | | +| Image analysis software | Analytical or scientific software | | +| Insightful S-PLUS | Analytical or scientific software | | +| LINDO Systems optimization modeling software | Analytical or scientific software | | +| Maplesoft Maple | Analytical or scientific software | | +| Material safety data sheet MSDS software | Compliance software | | +| Oil mapping software | Map creation software | | +| Photogrammetric software | Graphics or photo imaging software | | +| Regulatory compliance management software | Compliance software | | +| RockWare MODFLOW | Analytical or scientific software | | +| Rockwell Automation Arena | Analytical or scientific software | | +| Simulation software | Analytical or scientific software | | +| Simultaneous location and mapping SLAM | Analytical or scientific software | | +| Site remediation management software | Analytical or scientific software | | +| SofTech CADRA | Computer aided design CAD software | | +| Stormwater runoff modeling software | Analytical or scientific software | | +| WAM software | Analytical or scientific software | | +| Waste management software | Analytical or scientific software | | +| Water flow modeling software | Analytical or scientific software | | +| Wind flow modeling software | Analytical or scientific software | | +| XP Software XPSWMM | Analytical or scientific software | | + + + +## Market evidence (job-ad analysis, 12 ads, as of 2026-07-20) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- AutoCAD — **25 %** +- Revit — **17 %** +- Sumo — **17 %** +- Microsoft Excel — **17 %** +- BioWin — **17 %** +- CAD software — **17 %** +- GPS-X — **17 %** + +