From 4b8ad48ea22a0dc5232c7ab76c4c8391455b00be Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 16:56:45 +0200 Subject: [PATCH] feat: materials-engineer skill package v0.1.0 --- PROVENANCE.md | 31 ++++ SKILL.md | 77 +++++++++ manifest.json | 238 ++++++++++++++++++++++++++ references/ai-skills.md | 322 ++++++++++++++++++++++++++++++++++++ references/berufsbild-de.md | 87 ++++++++++ references/market.md | 146 ++++++++++++++++ references/profile.md | 35 ++++ references/skills.md | 71 ++++++++ references/tasks.md | 38 +++++ references/tools.md | 43 +++++ 10 files changed, 1088 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..6b7415f --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — materials-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 — materials-engineer + "ESCO (occupation & competences)" : 48 + "O*NET (tasks & tools)" : 67 + "Job boards (market evidence)" : 94 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 159 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 48 | 12.9 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 67 | 18.0 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 94 | 25.2 % | 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) | 159 | 42.6 % | 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..e4692ab --- /dev/null +++ b/SKILL.md @@ -0,0 +1,77 @@ +--- +name: materials-engineer +description: "Occupational skill for the role 'materials engineer' (also: construction materials engineering expert, materials engineering consultant, building materials engineering consultant, ceramic engineer, building materials engineer, construction materials engineer). Use when the user asks for typical materials engineer work such as: Perform experiments and computer modeling to study the nature, structure, and physical and chemical properties of metals and their alloys, and their responses to applied forces.; Prepare reports, manuscripts, proposals, and technical manuals for use by other scientists and requestors, such as sponsors and customers.; Supervise and monitor production processes to ensure efficient use of equipment, timely changes to specifications, and project completion within time frame and budget." +--- + +# Materials Engineer + +Materials engineers research and design new or improved materials for a diverse number of applications. They analyse the composition of materials, conduct experiments, and develop new materials for industry-specific use that can range from rubber, to textiles, glass, metals, and chemicals. They advise companies in damage assessments, quality assurance of materials, and recycling of materials. + +## Core workflow + +1. Perform experiments and computer modeling to study the nature, structure, and physical and chemical properties of metals and their alloys, and their responses to applied forces. +2. Prepare reports, manuscripts, proposals, and technical manuals for use by other scientists and requestors, such as sponsors and customers. +3. Supervise and monitor production processes to ensure efficient use of equipment, timely changes to specifications, and project completion within time frame and budget. +4. Write research papers for publication in scientific journals. +5. Plan laboratory experiments to confirm feasibility of processes and techniques used in the production of materials with special characteristics. +6. Confer with customers to determine how to tailor materials to their needs. +7. Conduct research on the structures and properties of materials, such as metals, alloys, polymers, and ceramics, to obtain information that could be used to develop new products or enhance existing ones. +8. Devise testing methods to evaluate the effects of various conditions on particular materials. + +## 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 +- advanced materials +- analyse production processes for improvement +- analytical chemistry +- apply health and safety standards +- approve engineering design +- assess environmental impact +- chemistry +- composite materials +- create solutions to problems +- develop advanced materials +- develop material testing procedures +- engineering principles +- engineering processes +- forecast organisational risks + +## Hot technologies + +- IBM SPSS Statistics +- The MathWorks MATLAB +- Python +- R +- Microsoft Office software +- Microsoft PowerPoint +- Microsoft Excel +- Hypertext markup language HTML +- Microsoft Word + + + + +## Hot technologies + +Top tools from 50 gated job ads (see references/market.md, as of 2026-07-17): + +- FTIR — 10 % +- SEM — 10 % +- Microsoft Excel — 8 % +- Microsoft Office — 8 % +- optical microscopy — 8 % +- Python — 6 % +- XRD — 6 % + + + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/4a375b68-88a0-4e5f-99ce-9b01341dfb81), O*NET 30.3 (19-2032.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..5e08142 --- /dev/null +++ b/manifest.json @@ -0,0 +1,238 @@ +{ + "name": "materials-engineer", + "title": "materials engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/4a375b68-88a0-4e5f-99ce-9b01341dfb81", + "esco_code": "2149.11", + "isco_group": "2149", + "onet_soc": "19-2032.00", + "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": 16, + "dwas": 13, + "skills_essential": 27, + "skills_optional": 20, + "software": 37 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 2 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 7 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 7 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 3 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 2 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 11 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 8 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 12 + }, + "AgriciDaniel/claude-ads": { + "repo": "https://github.com/AgriciDaniel/claude-ads", + "commit": "669c760", + "license": "MIT", + "skills": 1 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 6 + }, + "rohitg00/skillkit": { + "repo": "https://github.com/rohitg00/skillkit", + "commit": "d2e5c34", + "license": "Apache-2.0", + "skills": 1 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "license": "MIT", + "skills": 1 + }, + "ferdinandobons/startup-skill": { + "repo": "https://github.com/ferdinandobons/startup-skill", + "commit": "a5f97c3", + "license": "MIT", + "skills": 1 + }, + "jabrena/plinth": { + "repo": "https://github.com/jabrena/plinth", + "commit": "065eae8", + "license": "Apache-2.0", + "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 + }, + "HeshamFS/materials-simulation-skills": { + "repo": "https://github.com/HeshamFS/materials-simulation-skills", + "commit": "fa1ce8d", + "license": "Apache-2.0", + "skills": 1 + }, + "glittercowboy/taches-cc-resources": { + "repo": "https://github.com/glittercowboy/taches-cc-resources", + "commit": "1757615", + "license": "MIT", + "skills": 1 + }, + "code-yeongyu/oh-my-openagent": { + "repo": "https://github.com/code-yeongyu/oh-my-openagent", + "commit": "b19f652", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "SnailSploit/Claude-Red": { + "repo": "https://github.com/SnailSploit/Claude-Red", + "commit": "aeb41ec", + "license": "MIT", + "skills": 1 + }, + "0xwilliamortiz/claude-red": { + "repo": "https://github.com/0xwilliamortiz/claude-red", + "commit": "ad8436b", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "wondelai/skills": { + "repo": "https://github.com/wondelai/skills", + "commit": "326b380", + "license": "MIT", + "skills": 3 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 2 + }, + "nexscope-ai/eCommerce-Skills": { + "repo": "https://github.com/nexscope-ai/eCommerce-Skills", + "commit": "56f3288", + "license": "MIT", + "skills": 1 + }, + "dotnet/skills": { + "repo": "https://github.com/dotnet/skills", + "commit": "79a2ada", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 48, + "onet": 67, + "jobads": 94, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 159, + "stackx": 0 + }, + "share_percent": { + "esco": 12.9, + "onet": 18.0, + "jobads": 25.2, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 42.6, + "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..ed63d86 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,322 @@ +# External AI agent skills — materials-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: 0xwilliamortiz/claude-red + +- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `offensive-mobile` | core | Mobile (Android + iOS) application penetration testing methodology. Covers static analysis (apktool/jadx for Android, class-dump/Hopper/IDA for iOS), dynamic instrumentation with Frida and Objection, SSL pinning bypass strategies, … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/mobile/offensive-mobile) | + +## 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 | +|---|---|---|---| +| `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) | +| `A/B Test Statistical Analyzer` | core | Performs statistical analysis for A/B testing experiments | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-engineering-analytics/skills/ab-test-statistical-analyzer) | +| `statistical-testing` | core | Apply statistical hypothesis testing, significance analysis, A/B test evaluation, and distribution comparisons for data science workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/statistical-testing) | +| `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) | +| `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) | +| `root-cause-analyzer` | core | Systematic root cause identification skill with 5 Whys, fishbone diagrams, fault tree analysis, and hypothesis testing | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/root-cause-analyzer) | +| `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) | +| `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) | + +## 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: 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 | +|---|---|---|---| +| `statistics-skills` | core | 10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling. Design: method guides covering assumptions, code, and result interpretation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics) | +| `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) | +| `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) | +| `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) | +| `hypothesis-testing-guide` | core | Statistical hypothesis testing, power analysis, and significance reporting | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics/hypothesis-testing-guide) | +| `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) | +| `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) | +| `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) | +| `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) | +| `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) | +| `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) | +| `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) | + +## 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 | +|---|---|---|---| +| `pymatgen` | core | Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion, for computational materials science. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pymatgen) | +| `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) | +| `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) | +| `simpy` | core | Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/simpy) | +| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) | +| `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) | +| `hypothesis-generation` | core | Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions, propose mechanisms, for scientific inquiry across domains. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/hypothesis-generation) | +| `senior-data-scientist` | core | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/senior-data-scientist) | +| `statistical-analysis` | core | Statistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption checks, APA reporting, for academic research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/statistical-analysis) | +| `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) | + +## Source: dotnet/skills + +- Repository: [https://github.com/dotnet/skills](https://github.com/dotnet/skills) (commit `79a2ada`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `exp-mock-usage-analysis` | core | Audits .NET test mock usage by tracing each mock setup through the production code's execution path to find dead, unreachable, redundant, or replaceable mocks. Use when the user asks to audit mock usage, find unused or unnecessary mock … | [source](https://github.com/dotnet/skills/tree/79a2ada/plugins/dotnet-experimental/skills/exp-mock-usage-analysis) | + +## Source: 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) | +| `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) | +| `senior-data-scientist` | core | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/senior-data-scientist) | +| `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) | +| `hypothesis-generation` | core | Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Also owns … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/hypothesis-generation) | + +## Source: glittercowboy/taches-cc-resources + +- Repository: [https://github.com/glittercowboy/taches-cc-resources](https://github.com/glittercowboy/taches-cc-resources) (commit `1757615`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `debug-like-expert` | core | Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic … | [source](https://github.com/glittercowboy/taches-cc-resources/tree/1757615/skills/debug-like-expert) | + +## Source: 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: jabrena/plinth + +- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `057-design-feature-toggles` | core | Use when designing, implementing, reviewing, testing, or cleaning up feature toggles, feature flags, kill switches, runtime configuration gates, canary controls, staged rollouts, experiments, or temporary compatibility switches in Java … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/057-design-feature-toggles) | + +## 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 | +|---|---|---|---| +| `lean-startup` | core | Design MVPs, validated learning experiments, and pivot-or-persevere decisions using Build-Measure-Learn. Use when the user mentions "MVP scope", "validated learning", "pivot or persevere", "vanity metrics", "test assumptions", "innovation … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/wondelai-lean-startup) | +| `excel-variance-analyzer` | core | Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like ''excel variance'', ''analyze budget variance'', … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-variance-analyzer) | + +## Source: K-Dense-AI/claude-scientific-skills + +- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hugging-science) | +| `scientific-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) | +| `hypogenic` | core | Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hypogenic) | +| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/statistical-analysis) | +| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/cirq) | +| `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) | +| `hypothesis-generation` | core | Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hypothesis-generation) | + +## Source: K-Dense-AI/scientific-agent-skills + +- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hugging-science` | core | Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine, ecology, energy, engineering, math, drug discovery, protein design, weather modeling, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hugging-science) | +| `scientific-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) | +| `hypogenic` | core | Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hypogenic) | +| `statistical-analysis` | core | Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and APA-formatted reporting. Use whenever a user wants to compare groups, test a hypothesis, analyze … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/statistical-analysis) | +| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/cirq) | +| `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) | +| `hypothesis-generation` | core | Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hypothesis-generation) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) | + +## Source: nexscope-ai/eCommerce-Skills + +- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `price-optimization-tool` | core | Evaluate ecommerce price candidates using unit economics, historical observations, elasticity analysis, scenario modeling, and controlled experiments. Use when a seller asks what price to test, how price changes could affect contribution … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/price-optimization-tool) | + +## 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) | +| `nw-stress-analysis` | core | Advanced architecture stress analysis methodology for designing systems that survive unknown stresses. Load when --residuality flag is used or when designing high-uncertainty, mission-critical systems. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-stress-analysis) | + +## 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) | +| `data-warehouse-experimentation` | core | Running experiments out of the data warehouse instead of via dedicated experiment platforms. SQL-based assignment, exposure logging discipline, metric definitions in dbt models, statistical analysis in SQL or Python, variance reduction … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/data-warehouse-experimentation) | + +## Source: rohitg00/skillkit + +- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `hypothesis-testing` | core | Applies the scientific method to debugging by helping users form specific, testable hypotheses, design targeted experiments, and systematically confirm or reject theories to find root causes. Use when a user says their code isn't working, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/debugging/hypothesis-testing) | + +## Source: SnailSploit/Claude-Red + +- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `offensive-mobile` | core | Mobile (Android + iOS) application penetration testing methodology. Covers static analysis (apktool/jadx for Android, class-dump/Hopper/IDA for iOS), dynamic instrumentation with Frida and Objection, SSL pinning bypass strategies, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/mobile/offensive-mobile) | + +## Source: wondelai/skills + +- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `lean-startup` | core | Design MVPs, validated learning experiments, and pivot-or-persevere decisions using Build-Measure-Learn. Use when the user mentions "MVP scope", "validated learning", "pivot or persevere", "vanity metrics", "test assumptions", "innovation … | [source](https://github.com/wondelai/skills/tree/326b380/lean-startup) | +| `steve-jobs-design-review` | core | Review designs, products, and features with Steve Jobs'' standards: ruthless simplicity, focus, and end-to-end excellence. Use when the user mentions "Steve Jobs review", "design review", "product review", "what would Steve do", "insanely … | [source](https://github.com/wondelai/skills/tree/326b380/steve-jobs-design-review) | +| `lean-ux` | core | Apply lean thinking to UX: hypothesis-driven design, collaborative sketching, and rapid experiments instead of heavy deliverables. Use when the user mentions "Lean UX", "design hypothesis", "outcome over output", "design studio method", … | [source](https://github.com/wondelai/skills/tree/326b380/lean-ux) | + +## 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 | +|---|---|---|---| +| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..3e8cc92 --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,87 @@ +# Berufsbild (Deutschland) — Ingenieur/in - Werkstofftechnik + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58744, +> KldB 2010: B 41424 · 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/58744 + +## Aufgaben und Tätigkeiten kompakt + +Ingenieure und Ingenieurinnen der Werkstofftechnik befassen sich damit, Werkstoffe herzustellen und weiterzuentwickeln. Sie arbeiten mit metallischen (z.B. Stahl, Aluminium, Zink) und nichtmetallischen Werkstoffen (z.B. Papier, Bindemittel oder Chemie: natürlicher oder synthetischer (künstlicher) Stoff, der aus vielen gleichartigen Molekül-Verbindungen besteht +" name="Polymere">Polymer- und Verbundwerkstoffe). Außerdem entwickeln sie neue Materialien und Verfahren der Formgebung, Fügetechnik und Oberflächenbehandlung bzw. verbessern vorhandene Werkstoffe, Herstell- und Bearbeitungsverfahren. Sie entwerfen ggf. auch Maschinen, Apparate und Anlagen, mit denen diese Werkstoffe hergestellt werden können und prüfen sie auf Qualität. Arbeiten sie im Vertrieb, erstellen sie Angebote und unterbreiten sie der Kundschaft. + +## Tätigkeitsbezeichnungen + +Ingenieur/in - Werkstofftechnik + +Auch übliche Berufsbezeichnungen/SynonymeWerkstoffingenieur/in + +Werkstoffwissenschaftler/in + +Abweichende Berufsbezeichnungen der ehemaligen DDRDiplom Ingenieur (Uni)/Diplom Ingenieurin (Uni)- Fachrichtung Entwicklung metallischer Werkstoffe + +Diplom Ingenieur (Uni)/Diplom Ingenieurin (Uni) - Fachrichtung Metallformung + +Diplom Ingenieur (Uni)/Diplom Ingenieurin (Uni) - Fachrichtung Werkstoffeinsatz + +Diplom-Ingenieur (Uni)/Diplom-Ingenierin (Uni) - Fachrichtung Werkstoffentwicklung + +Diplom-Ingenieur/Diplom-Ingenieurin (Uni) Fachrichtungsgruppe Werkstofftechnik + +Berufsbezeichnungen in englischer SpracheMaterials engineer (m/f) + +Metallurgist (m/f) + +Berufsbezeichnungen in französischer SpracheIngénieur/Ingénieure en sciences des matériaux + +Ingénieur/Ingénieure en techniques des sciences des matériaux + +## Die Tätigkeit im Überblick + +Ingenieure und Ingenieurinnen der Werkstofftechnik untersuchen, prüfen, entwickeln und verbessern Werkstoffe und Verbundwerkstoffe. Daneben arbeiten sie u.a. in der Qualitätssicherung, bei der Maschinenentwicklung sowie im technischen Vertrieb. + +## Trends + +KI-gestützte Werkstoffprüfung und QualitätssicherungDer Einsatz von Künstlicher Intelligenz (KI) gewinnt in der Werkstoffprüfung und Qualitätssicherung zunehmend an Bedeutung. KI ermöglicht eine schnelle und präzise Analyse von komplexen Datenmengen. Besonders in sicherheitskritischen Branchen wie der Luft- und Raumfahrt und dem Energiesektor ist das ein entscheidender Vorteil. Der Einsatz von KI verbessert die Genauigkeit der Messergebnisse und die Reproduzierbarkeit der Analysen. Fach- und Führungskräfte in der Wertstoffprüfung und Qualitätssicherung werden sich mit diesen Entwicklungen auseinandersetzen. +Innovation durch WasserstoffWasserstoff, der alternativ zu fossilen Brennstoffen und Energiequellen per Elektrolyse aus Sonnen- oder Windstrom erzeugt wird, dient als Schlüsselelement der deutschen Energiewende. Er hilft dabei, den CO2-Ausstoß in Industrie und Verkehr zu verringern. In Zukunft sollen Lastwägen, Schiffe, Flugzeuge und Züge mit Wasserstoffantrieb Güter und Menschen transportieren. Grüner Wasserstoff soll u.a. auch als Rohstoff in der Chemie- und Kosmetikindustrie dienen oder zum Betreiben von Anlagen im Maschinenbau. Fach- und Führungskräfte in den entsprechenden Bereichen werden sich mit diesen Entwicklungen vertraut machen. +Künstliche Intelligenz (KI) in der NanotechnologieIn der Forschung werden mithilfe der Interdisziplinäre Wissenschaft, die sich grundlegend mit der Nutzung neuer Funktionen von belebter und unbelebter Materie beschäftigt; basiert auf der geometrischen Größe sowie auf den materialspezifischen Eigenheiten von Nanostrukturen; mittels Nanotechnologie können z.B. Atome und Moleküle manipuliert werden +" name="Nanotechnologie">Nanotechnologie Materialeigenschaften von Stoffen auf molekularer Ebene verändert. englisch: Artificial Intelligence (AI) + Teilgebiet der Informatik, das Strukturen menschlicher Intelligenz untersucht, auf Computer überträgt und Programme für intelligente Problemlösungen entwickelt, z. B. Spracherkennung +" name="Künstliche Intelligenz (KI)">Künstliche Intelligenz (KI) erweitert zunehmend die Anwendungsmöglichkeiten: In der Medizin überwachen KI-Nanobots Körperzustände, in der Oberflächenbearbeitung beeinflussen KI-gesteuerte Mikroskope Moleküle gezielt auf kleinster Ebene. Führungskräfte in der Nanotechnologie erforschen aktiv, wie sie KI einsetzen, um bestehende Verfahren zu verbessern und neue Anwendungen zu entwickeln. +Intelligente Werkstoffe (Smart Materials) mittels 4-D-DruckIntelligente Werkstof + +## Aufgaben und Tätigkeiten (Beschreibung) + +Worum geht es?Ingenieure und Ingenieurinnen der Werkstofftechnik untersuchen, prüfen, entwickeln und verbessern Werkstoffe und Verbundwerkstoffe. Daneben sind sie unter anderem in der Qualitätssicherung, bei der Entwicklung von Maschinen, mit denen diese Werkstoffe hergestellt werden können, sowie im technischen Vertrieb tätig. +Werkstoffe entwickelnDie Verfügbarkeit von modernen Werkstoffen zählt heute zu den Schlüsselindustrien, da ohne entsprechende Materialien kaum noch neue Technologien in die Anwendung gebracht werden können. Ob leichte Hightech-Materialien wie Aluminium und Karbonfasern im Flugzeugbau oder stahlharte Materialien für Brückenkonstruktionen, Seilbahnen, Tunnel- oder Pipeline-Röhren – für jeden Anwendungsbereich und jede von Ingenieuren und Ingenieurinnen konstruierte Technik gibt es einen optimalen Werkstoff. Deshalb versuchen Ingenieure und Ingenieurinnen der Werkstofftechnik, in der Entwicklung und Herstellung die Eigenschaften der ausgewählten Werkstoffe so zu beeinflussen bzw. zu verändern, dass diese optimal eingesetzt werden können. Dabei spielt der Einsatz von Interdisziplinäre Wissenschaft, die sich grundlegend mit der Nutzung neuer Funktionen von belebter und unbelebter Materie beschäftigt; basiert auf der geometrischen Größe sowie auf den materialspezifischen Eigenheiten von Nanostrukturen; mittels Nanotechnologie können z.B. Atome und Moleküle manipuliert werden +" name="Nanotechnologie">Nanotechnologie eine bedeutende Rolle, denn sie ermöglicht es, die Eigenschaften der Werkstoffe auf Atom- bzw. Molekularebene zu verändern und zu optimieren. So können z.B. besonders glatte Oberflächen erzeugt oder strahlenabwehrende optische Komponenten hergestellt werden. +Konstruktion, Fertigung und PrüfungIn der Konstruktion und Fertigung arbeiten Ingenieure und Ingenieurinnen der Werkstofftechnik meist mit Konstruktionsfachleuten und Fertigungsingenieuren und -ingenieurinnen zusammen. Sie tragen dazu bei, dass optimal ausgewählte Werkstoffe durch geeignete Fertigungsverfahren und -anlagen zu einem zuverlässigen, kostengünstigen und einwandfrei funktionierenden Bauteil zusammengebaut werden. + In der Werkstoffprüfung und Qualitätssicherung werden je nach Art der Werkstoffe unterschiedliche Prüfverfahren angewendet. Dazu zählen chemische, physikalische, mechanische, bruchmechanische und Teilbereich der Metallkunde; Lehre vom Gefügeaufbau und Oberbegriff für makroskopische und mikroskopische Prüfungen von Metallen +" name="Metallografie">metall + +## Aufgaben und Tätigkeiten im Einzelnen + +Entwicklungmetallische, nichtmetallische und Verbundwerkstoffe optimieren + +dentale Werkstoffe für festen bzw. herausnehmbaren Zahnersatz entwickeln und deren Herstellungsverfahren analysieren + +neue Herstellungs- und Behandlungsverfahren von Werkstoffen sowie entsprechende Maschinen und Anlagen entwickeln + +QualitätsprüfungWerkstoffschäden untersuchen + +Werkstoffe mit unterschiedlichen Untersuchungsverfahren prüfen; Ergebnisse in Prüfberichten dokumentieren + + Anlagen und Einrichtungen der einschlägigen Industrie abnehmen + +sicherheits- und umweltschutztechnische Bestimmungen überwachen + +Beratung, Gutachtenmetallurgische Produktionsbetriebe oder einzelne Abteilungen in verschiedenen Führungsebenen als Fachreferent/in, Gutachter/in oder Sachverständige/r beraten oder leiten + +Behörden oder Betriebe als Fachreferent/in, Berater/in, Gutachter/in oder Sachverständige/r unterstützen bzw. beraten + +Wissenschaftliche 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..9638432 --- /dev/null +++ b/references/market.md @@ -0,0 +1,146 @@ +# Market evidence report — materials-engineer + +Source: **50 real job ads** (JSearch API, countries: us 35, gb 15), extracted into the MSSQL evidence store; as of 2026-07-17. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 32 | 64 % | +| senior | 8 | 16 % | +| junior | 5 | 10 % | +| n/a | 3 | 6 % | +| lead | 2 | 4 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | FTIR | 5 | 10 % | +| 2 | SEM | 5 | 10 % | +| 3 | Microsoft Excel | 4 | 8 % | +| 4 | Microsoft Office | 4 | 8 % | +| 5 | optical microscopy | 4 | 8 % | +| 6 | Python | 3 | 6 % | +| 7 | XRD | 3 | 6 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | failure analysis | 15 | 30 % | +| 2 | materials engineering | 13 | 26 % | +| 3 | root cause analysis | 12 | 24 % | +| 4 | data analysis | 11 | 22 % | +| 5 | materials science | 9 | 18 % | +| 6 | process development | 9 | 18 % | +| 7 | materials development | 7 | 14 % | +| 8 | materials testing | 7 | 14 % | +| 9 | materials characterization | 5 | 10 % | +| 10 | material testing | 4 | 8 % | +| 11 | mechanical testing | 4 | 8 % | +| 12 | materials analysis | 3 | 6 % | +| 13 | metallurgy | 3 | 6 % | +| 14 | process improvement | 3 | 6 % | +| 15 | statistical analysis | 3 | 6 % | +| 16 | technical documentation | 3 | 6 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | continuous improvement | 3 | 6 % | +| 2 | lean manufacturing | 3 | 6 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | project management | 4 | 8 % | +| 2 | material evaluation | 3 | 6 % | +| 3 | material qualification | 3 | 6 % | +| 4 | process monitoring | 3 | 6 % | +| 5 | process optimization | 3 | 6 % | +| 6 | supplier collaboration | 3 | 6 % | +| 7 | team mentoring | 3 | 6 % | +| 8 | technical leadership | 3 | 6 % | +| 9 | technical support | 3 | 6 % | + +## Regional breakdown + +> **Corpus note:** 50 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +35 ads. + +**Top hard skills:** + +- failure analysis — 34 % (12 ads) +- materials engineering — 29 % (10 ads) +- root cause analysis — 29 % (10 ads) +- process development — 23 % (8 ads) +- data analysis — 20 % (7 ads) +- materials characterization — 14 % (5 ads) +- materials science — 14 % (5 ads) +- materials testing — 14 % (5 ads) +- material testing — 9 % (3 ads) +- materials development — 9 % (3 ads) + +**Top tools:** + +- Microsoft Excel — 11 % (4 ads) +- SEM — 11 % (4 ads) +- FTIR — 9 % (3 ads) +- Microsoft Office — 9 % (3 ads) +- optical microscopy — 9 % (3 ads) +- Celoxis — 6 % (2 ads) +- EDS — 6 % (2 ads) +- Microsoft Outlook — 6 % (2 ads) +- Microsoft PowerPoint — 6 % (2 ads) +- Microsoft Word — 6 % (2 ads) + +**Seniority:** mid 69 % · senior 17 % · n/a 6 % · junior 6 % · lead 3 % + +### UK (gb) + +**Insufficient evidence** — 15 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 | +|---|---| +| Materials Engineer | 7 | +| Senior Materials Engineer | 4 | +| Advanced Materials and Process Engineer | 1 | +| Aerospace Materials Engineer - MIL-STD Expert | 1 | +| Composite Material Processing Engineer | 1 | +| Early-Career Materials Engineer, Rotational Track | 1 | +| Engineer - Hot Gas Path Materials | 1 | +| Experienced Materials / Metallurgical Engineer | 1 | +| Graduate Materials Engineer - Isle of Skye, Fort Augustus - 2026 | 1 | +| Industrial Equipment Engineer/Senior Materials Engineer | 1 | +| Internship, Materials Engineer, Cell Engineering (Spring 2026) | 1 | +| Lead AM Materials Engineer - Aerospace Metals | 1 | +| Lead Materials Engineer – Forgings | 1 | +| Lead Materials Engineer - National Security & Supply Chains | 1 | +| Lead Materials Engineer - Nuclear Reactor Metals | 1 | +| Materials Analysis Engineer – Metallurgist | 1 | +| Materials Analysis Engineer – Testing & Characterization | 1 | +| Materials Engineer – Degree Apprenticeship | 1 | +| Materials Engineer – Failure Analysis & Material Testing | 1 | +| Materials Engineer - High-Performance Automotive | 1 | +| Materials Engineer (6 Month Register) | 1 | +| Materials Engineer (Metals & Polymers) | 1 | +| Materials Engineer Composites | 1 | +| Materials Engineer III | 1 | +| Materials Engineer in Capenhurst | 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..104d7f5 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,35 @@ +# Occupation profile — materials engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/4a375b68-88a0-4e5f-99ce-9b01341dfb81 +- **ESCO code:** 2149.11 +- **ISCO-08 group:** 2149 — Engineering professionals not elsewhere classified +- **O*NET-SOC:** 19-2032.00 — Materials Scientists (match: exactMatch) + +## Description (ESCO) + +Materials engineers research and design new or improved materials for a diverse number of applications. They analyse the composition of materials, conduct experiments, and develop new materials for industry-specific use that can range from rubber, to textiles, glass, metals, and chemicals. They advise companies in damage assessments, quality assurance of materials, and recycling of materials. + +## Definition + +nan + +## Alternative labels + +- construction materials engineering expert +- materials engineering consultant +- building materials engineering consultant +- ceramic engineer +- building materials engineer +- construction materials engineer +- materials engineering adviser +- material engineer +- battery materials engineer +- construction materials engineering adviser +- advanced materials engineer +- building materials engineering expert +- construction materials engineering specialist +- materials engineering expert +- building materials engineering adviser +- construction materials engineering consultant +- materials engineering specialist +- building materials engineering specialist diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..dc9c88b --- /dev/null +++ b/references/skills.md @@ -0,0 +1,71 @@ +# Competences — materials engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/4a375b68-88a0-4e5f-99ce-9b01341dfb81). + +## Essential + +- **adjust engineering designs** (skill/competence) +- **advanced materials** (knowledge) +- **analyse production processes for improvement** (skill/competence) +- **analytical chemistry** (knowledge) +- **apply health and safety standards** (skill/competence) +- **approve engineering design** (skill/competence) +- **assess environmental impact** (skill/competence) +- **chemistry** (knowledge) +- **composite materials** (knowledge) +- **create solutions to problems** (skill/competence) +- **develop advanced materials** (skill/competence) +- **develop material testing procedures** (skill/competence) +- **engineering principles** (knowledge) +- **engineering processes** (knowledge) +- **forecast organisational risks** (skill/competence) +- **integrate new products in manufacturing** (skill/competence) +- **integrated design** (knowledge) +- **manufacturing processes** (knowledge) +- **material mechanics** (knowledge) +- **materials engineering** (knowledge) +- **perform chemical experiments** (skill/competence) +- **perform scientific research** (skill/competence) +- **sustainable building materials** (knowledge) +- **test chemical samples** (skill/competence) +- **test materials** (skill/competence) +- **thermoplastic materials** (knowledge) +- **work with chemicals** (skill/competence) + +## Optional + +- advise on pollution prevention (skill/competence) +- advise on waste management procedures (skill/competence) +- assess the feasibility of implementing developments (skill/competence) +- basic chemicals (knowledge) +- define quality standards (skill/competence) +- design prototypes (skill/competence) +- develop chemical products (skill/competence) +- electricity (knowledge) +- envelope systems for buildings (knowledge) +- green chemistry (knowledge) +- laboratory techniques (knowledge) +- mechanics (knowledge) +- perform laboratory tests (skill/competence) +- pollution legislation (knowledge) +- properties of textile materials (knowledge) +- quality standards (knowledge) +- rubber technology (knowledge) +- semiconductors (knowledge) +- types of metal (knowledge) +- types of plastic (knowledge) + + + +## Market evidence (job-ad analysis, 50 ads, as of 2026-07-17) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- failure analysis — **30 %** +- materials engineering — **26 %** +- root cause analysis — **24 %** +- data analysis — **22 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..ac03c31 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,38 @@ +# Tasks & work activities — materials engineer + +Source: O*NET 30.3, occupation 19-2032.00 (Materials Scientists). + +## Task statements + +- **[Core]** Perform experiments and computer modeling to study the nature, structure, and physical and chemical properties of metals and their alloys, and their responses to applied forces. +- **[Core]** Prepare reports, manuscripts, proposals, and technical manuals for use by other scientists and requestors, such as sponsors and customers. +- **[Core]** Supervise and monitor production processes to ensure efficient use of equipment, timely changes to specifications, and project completion within time frame and budget. +- **[Core]** Write research papers for publication in scientific journals. +- **[Core]** Plan laboratory experiments to confirm feasibility of processes and techniques used in the production of materials with special characteristics. +- **[Core]** Confer with customers to determine how to tailor materials to their needs. +- **[Core]** Conduct research on the structures and properties of materials, such as metals, alloys, polymers, and ceramics, to obtain information that could be used to develop new products or enhance existing ones. +- **[Core]** Devise testing methods to evaluate the effects of various conditions on particular materials. +- **[Core]** Determine ways to strengthen or combine materials or develop new materials with new or specific properties for use in a variety of products and applications. +- **[Core]** Recommend materials for reliable performance in various environments. +- **[Core]** Test individual parts and products to ensure that manufacturer and governmental quality and safety standards are met. +- **[Core]** Visit suppliers of materials or users of products to gather specific information. +- **[Core]** Research methods of processing, forming, and firing materials to develop such products as ceramic dental fillings, unbreakable dinner plates, and telescope lenses. +- **[Core]** Test material samples for tolerance under tension, compression, and shear to determine the cause of metal failures. +- **[Core]** Test metals to determine conformance to specifications of mechanical strength, strength-weight ratio, ductility, magnetic and electrical properties, and resistance to abrasion, corrosion, heat, and cold. +- **[Supplemental]** Teach in colleges and universities. + +## Detailed work activities + +- Advise others on the development or use of new technologies. +- Collect information from people through observation, interviews, or surveys. +- Conduct research to gain information about products or processes. +- Confer with clients to exchange information. +- Design research studies to obtain scientific information. +- Develop new or advanced products or production methods. +- Develop theories or models of physical phenomena. +- Devise research or testing protocols. +- Instruct college students in physical or life sciences. +- Monitor operational procedures in technical environments to ensure conformance to standards. +- Prepare scientific or technical reports or presentations. +- Test quality of materials or finished products. +- Write articles, books or other original materials in area of expertise. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..cb53f1d --- /dev/null +++ b/references/tools.md @@ -0,0 +1,43 @@ +# Tools & technology — materials engineer + +Source: O*NET 30.3 'Software Skills' for 19-2032.00. + +| Software | Category | Hot technology | +|---|---|---| +| IBM SPSS Statistics | Analytical or scientific software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Python | Object or component oriented development software | yes | +| R | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Hypertext markup language HTML | Web platform development software | yes | +| Microsoft Word | Word processing software | yes | +| Accelrys Materials Studio | Analytical or scientific software | | +| Advanced Chemistry Development Analytical Laboratory | Analytical or scientific software | | +| ANSYS LS-DYNA | Analytical or scientific software | | +| ANSYS Multiphysics | Analytical or scientific software | | +| Bruker AXS EVA | Analytical or scientific software | | +| Bruker AXS LEPTOS | Analytical or scientific software | | +| Bruker AXS TOPAS | Analytical or scientific software | | +| Chempute Software HSC Chemistry | Analytical or scientific software | | +| CrystalMaker | Analytical or scientific software | | +| Dassault Systemes Abaqus | Analytical or scientific software | | +| GAMESS-US | Analytical or scientific software | | +| General Structural Analysis System GSAS | Analytical or scientific software | | +| Maplesoft Maple | Analytical or scientific software | | +| Materials Data Incorporated Jade | Analytical or scientific software | | +| Multichannel microelectrode analyzer MMA software | Analytical or scientific software | | +| Olympus Image Analysis | Analytical or scientific software | | +| PANalytical X'Pert Data Collector | Analytical or scientific software | | +| PANalytical X'Pert Epitaxy | Analytical or scientific software | | +| PWscf | Analytical or scientific software | | +| RIETAN | Analytical or scientific software | | +| SolidWorks COSMOSWorks | Analytical or scientific software | | +| Stewart Computational Chemistry MOPAC | Analytical or scientific software | | +| VAMP/VASP | Analytical or scientific software | | +| Wolfram Research Mathematica | Analytical or scientific software | | +| International Centre for Diffraction Data ICDD DDView | Data base user interface and query software | | +| National Instruments LabVIEW | Development environment software | | +| Email software | Electronic mail software | | +| Web browser software | Internet browser software | |