commit c79bce24562f8b8658564e6252bf56b6da304d53 Author: skillfactor-pipeline Date: Fri Aug 14 16:59:12 2026 +0200 feat: microsystem-engineer skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..8e62ec6 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — microsystem-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 — microsystem-engineer + "ESCO (occupation & competences)" : 105 + "O*NET (tasks & tools)" : 150 + "Job boards (market evidence)" : 96 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 153 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 105 | 20.6 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 150 | 29.5 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 96 | 18.9 % | 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 | 1.0 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 153 | 30.1 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..e10e307 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,61 @@ +--- +name: microsystem-engineer +description: "Occupational skill for the role 'microsystem engineer' (also: engineer in microsystems, microsystems engineer, specialist in microelectromechanical systems, engineer in micro-systems, advanced MEMS engineer, microsystem technology engineering adviser). Use when the user asks for typical microsystem engineer work such as: Plan or schedule engineering research or development projects involving microelectromechanical systems (MEMS) technology.; Communicate operating characteristics or performance experience to other engineers or designers for training or new product development purposes.; Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements." +--- + +# Microsystem Engineer + +Microsystem engineers research, design, develop, and supervise the production of microelectromechanical systems (MEMS), which can be integrated in mechanical, optical, acoustic, and electronic products. + +## Core workflow + +1. Plan or schedule engineering research or development projects involving microelectromechanical systems (MEMS) technology. +2. Communicate operating characteristics or performance experience to other engineers or designers for training or new product development purposes. +3. Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements. +4. Propose product designs involving microelectromechanical systems (MEMS) technology, considering market data or customer requirements. +5. Investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (MEMS) device designs, using simulation or modeling software. +6. Develop formal documentation for microelectromechanical systems (MEMS) devices, including quality assurance guidance, quality control protocols, process control checklists, data collection, or reporting. +7. Create schematics and physical layouts of integrated microelectromechanical systems (MEMS) components or packaged assemblies consistent with process, functional, or package constraints. +8. Conduct analyses addressing issues such as failure, reliability, or yield improvement. + +## 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) + +- abide by regulations on banned materials +- adjust engineering designs +- analyse test data +- approve engineering design +- conduct literature research +- conduct quality control analysis +- demonstrate disciplinary expertise +- design drawings +- design microelectromechanical systems +- design prototypes +- develop microelectromechanical system test procedures +- electrical engineering +- electricity +- electricity principles +- electronics + +## Hot technologies + +- SAS +- The MathWorks MATLAB +- Autodesk AutoCAD +- Dassault Systemes SolidWorks +- Microsoft Access +- C +- Microsoft Visual Basic +- Microsoft Outlook +- SAP software +- Git + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/7f0fe7d3-54c6-41e9-88ba-9d4f0f1a46b4), O*NET 30.3 (17-2199.06). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..0c399e7 --- /dev/null +++ b/manifest.json @@ -0,0 +1,226 @@ +{ + "name": "microsystem-engineer", + "title": "microsystem engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/7f0fe7d3-54c6-41e9-88ba-9d4f0f1a46b4", + "esco_code": "2152.1.10", + "isco_group": "2152", + "onet_soc": "17-2199.06", + "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": 31, + "dwas": 29, + "skills_essential": 39, + "skills_optional": 65, + "software": 89 + }, + "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 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 10 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 8 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 8 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 12 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 2 + }, + "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 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 2 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 6 + }, + "vibeeval/vibecosystem": { + "repo": "https://github.com/vibeeval/vibecosystem", + "commit": "cea9462", + "license": "MIT", + "skills": 2 + }, + "HeshamFS/materials-simulation-skills": { + "repo": "https://github.com/HeshamFS/materials-simulation-skills", + "commit": "fa1ce8d", + "license": "Apache-2.0", + "skills": 1 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 1 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "license": "MIT", + "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 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "rohitg00/skillkit": { + "repo": "https://github.com/rohitg00/skillkit", + "commit": "d2e5c34", + "license": "Apache-2.0", + "skills": 1 + }, + "JimLiu/baoyu-design": { + "repo": "https://github.com/JimLiu/baoyu-design", + "commit": "222ccbf", + "license": "MIT", + "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 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "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 + }, + "code-yeongyu/oh-my-openagent": { + "repo": "https://github.com/code-yeongyu/oh-my-openagent", + "commit": "b19f652", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "NeoLabHQ/context-engineering-kit": { + "repo": "https://github.com/NeoLabHQ/context-engineering-kit", + "commit": "e61511b", + "license": "GPL", + "skills": 1 + }, + "shanraisshan/claude-code-best-practice": { + "repo": "https://github.com/shanraisshan/claude-code-best-practice", + "commit": "67c2696", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 105, + "onet": 150, + "jobads": 96, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 153, + "stackx": 0 + }, + "share_percent": { + "esco": 20.6, + "onet": 29.5, + "jobads": 18.9, + "wiki_ai": 0.0, + "anthropic": 1.0, + "ai_skills": 30.1, + "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..af8da4d --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,306 @@ +# External AI agent skills — microsystem-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 | +|---|---|---|---| +| `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) | +| `growing-outside-in-systems` | core | Drive feature development using Outside-In TDD with Hexagonal Architecture. Design emerges through inline code, in-memory fakes, interface extraction, and deferred I/O. Use when building features, writing tests, or structuring backend … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/backend-development/skills/growing-outside-in-systems) | +| `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) | +| `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) | +| `autonomous-research-engineering` | core | Autonomous research engineering — web search orchestration, source synthesis, hypothesis formation, and structured research report generation. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/ai-agents-conversational/skills/autonomous-research-engineering) | +| `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) | +| `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) | +| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) | +| `benchmark-suite-manager` | core | Manage benchmarks for algorithm engineering experiments and evaluations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/computer-science/skills/benchmark-suite-manager) | +| `chaos-runner` | core | Run chaos engineering experiments using Chaos Monkey, Litmus, or Gremlin | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/software-architecture/skills/chaos-runner) | +| `embedded-docs` | core | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) | + +## 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: 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 | +|---|---|---|---| +| `chaos-engineering` | core | Use when planning, running, or learning from chaos engineering experiments. Triggers on "chaos experiment", "fault injection", "gameday", "resilience test", "blast radius", "steady state", "abort criteria", "Chaos Toolkit", "Chaos Mesh", … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering/chaos-engineering/skills/chaos-engineering) | + +## 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 | +|---|---|---|---| +| `bm-decide` | core | Capture a durable engineering decision in Basic Memory with rationale, alternatives, consequences, and affected work. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/plugins/codex/skills/bm-decide) | + +## 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) | +| `deep-research-skills` | core | 13 deep research & systematic reviews skills. Trigger: systematic reviews, multi-source synthesis, comprehensive literature surveys. Design: multi-step research protocols with quality assessment and evidence grading. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research) | +| `action-research-guide` | core | Design and conduct action research and participatory studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/action-research-guide) | +| `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) | +| `qualitative-research-guide` | core | Design and conduct qualitative research using grounded theory and case studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/qualitative-research-guide) | +| `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) | +| `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) | +| `mle-agent-guide` | core | Intelligent companion for ML engineering with arXiv integration | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/automation/mle-agent-guide) | +| `physics-skills` | core | 5 physics & astrophysics skills. Trigger: physics simulations, astronomical data, computational physics. Design: domain databases (NASA ADS, arXiv) and simulation tool guides. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/physics) | +| `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) | +| `game-theory-paper-writer` | core | Generate, continue, revise, polish, and stress-test game theory research papers. Use when the user provides a game theory topic, phenomenon, draft, outline, model idea, literature anchor, reviewer comments, or asks for 博弈论论文生成, 选题建模, 文献迁移, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/65-game-theory-paper-writer) | +| `results-analysis` | core | This skill should be used when the user asks to "analyze experimental results", "run strict statistical analysis", "compare model performance", "generate scientific figures", "check significance", "do ablation analysis", or mentions … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/results-analysis) | + +## 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 | +|---|---|---|---| +| `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) | +| `pufferlib` | core | This skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development, vectorized parallel simulation, multi-agent systems, or integration with existing RL … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pufferlib) | +| `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) | +| `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) | +| `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) | +| `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) | +| `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) | +| `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) | + +## Source: foryourhealth111-pixel/Vibe-Skills + +- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `scientific-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) | +| `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) | +| `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) | +| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/matlab) | +| `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) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) | + +## 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 | +|---|---|---|---| +| `running-chaos-tests` | core | Execute chaos engineering experiments to test system resilience. Use when performing specialized testing. Trigger with phrases like "run chaos tests", "test resilience", or "inject failures". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/testing/chaos-engineering-toolkit/skills/running-chaos-tests) | +| `twinmind-reference-architecture` | core | Production architecture for meeting AI systems using TwinMind: transcription pipeline, memory vault, action item workflow, and calendar integration. Use when implementing reference architecture, or managing TwinMind meeting AI operations. … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/twinmind-pack/skills/twinmind-reference-architecture) | + +## Source: JimLiu/baoyu-design + +- Repository: [https://github.com/JimLiu/baoyu-design](https://github.com/JimLiu/baoyu-design) (commit `222ccbf`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `baoyu-design` | core | Create polished design artifacts as self-contained HTML: UI mockups, interactive prototypes, wireframes, landing pages, dashboards, app screens, mobile apps, slide decks (a.k.a. PPT / PowerPoint presentations), and visual explorations. Use … | [source](https://github.com/JimLiu/baoyu-design/tree/222ccbf/skills/baoyu-design) | + +## 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) | +| `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) | +| `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) | +| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/matlab) | +| `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) | +| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/markdown-mermaid-writing) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) | + +## 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) | +| `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) | +| `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) | +| `matlab` | core | MATLAB and GNU Octave numerical computing for matrix operations, data analysis, visualization, and scientific computing. Use when writing MATLAB/Octave scripts for linear algebra, signal processing, image processing, differential … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/matlab) | +| `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) | +| `markdown-mermaid-writing` | core | Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization. Establishes text-based diagrams as the default documentation standard with full style guides (markdown … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/markdown-mermaid-writing) | +| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) | + +## 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 | +|---|---|---|---| +| `implementing-security-chaos-engineering` | core | Implements security chaos engineering experiments that deliberately disable or degrade security controls to verify detection and response capabilities. Tests WAF bypass, firewall rule removal, log pipeline disruption, and EDR disablement … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-security-chaos-engineering) | + +## Source: NeoLabHQ/context-engineering-kit + +- Repository: [https://github.com/NeoLabHQ/context-engineering-kit](https://github.com/NeoLabHQ/context-engineering-kit) (commit `e61511b`, retrieved 2026-07-14) +- License: GPL + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memorize` | core | Curates insights from reflections and critiques into CLAUDE.md using Agentic Context Engineering | [source](https://github.com/NeoLabHQ/context-engineering-kit/tree/e61511b/plugins/reflexion/skills/memorize) | + +## 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: 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: 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 | +|---|---|---|---| +| `design-first` | core | Guides the creation of technical design documents before writing code, producing architecture diagrams, data models, API interface definitions, implementation plans, and multi-option trade-off analyses. Use when the user asks to plan a … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/design-first) | + +## 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: shanraisshan/claude-code-best-practice + +- Repository: [https://github.com/shanraisshan/claude-code-best-practice](https://github.com/shanraisshan/claude-code-best-practice) (commit `67c2696`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `vibe-to-agentic-framework` | core | The conceptual framework behind the presentation — what "Vibe Coding to Agentic Engineering" means, why the journey is structured the way it is, and how every slide fits the narrative arc | [source](https://github.com/shanraisshan/claude-code-best-practice/tree/67c2696/.claude/skills/presentation/vibe-to-agentic-framework) | + +## Source: vibeeval/vibecosystem + +- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `experiment-loop` | core | Autonomous experiment loop: hypothesize > modify > test > evaluate > keep/discard > repeat. Run N experiments automatically with measurable metrics. Works for performance optimization, A/B testing, prompt engineering, and any measurable … | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/experiment-loop) | +| `chaos-engineering` | core | Failure injection patterns, blast radius control, steady state hypothesis, and gameday planning for resilience testing. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/chaos-engineering) | + +## 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) | + +## Source: zebbern/claude-code-guide + +- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..47bf121 --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,83 @@ +# Berufsbild (Deutschland) — Ingenieur/in - Mikrosystemtechnik + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58734, +> KldB 2010: B 26324 · 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/58734 + +## Aufgaben und Tätigkeiten kompakt + +Ingenieure und Ingenieurinnen der Mikrosystemtechnik konzipieren Geräte, Anlagen und Prozesse für sehr kleine technische Systeme und Technologien. Sie integrieren elektronische, mechanische und optische Bauteile in Systeme, z.B. Speicherelemente von Chipkarten oder Solarzellen. Die Systeme erfassen und verarbeiten Daten oder führen Aktionen aus. Ihre Entwicklungen übertragen sie in die industrielle Fertigung, wo sie Produktionsabläufe überwachen und optimieren. Die Herstellung der Mikrochips, Solarzellen oder Sensoren erfordert höchste Präzision. Daneben übernehmen sie die Qualitätssicherung, beraten Unternehmen und erstellen Angebote für Kunden und Kundinnen. + +## Tätigkeitsbezeichnungen + +Ingenieur/in - Mikrosystemtechnik + +Abweichende Berufsbezeichnung der ehemaligen DDRDiplom Ingenieur (Uni)/ Diplom Ingenieurin (Uni) - Fachrichtung Mikroelektronik + +Berufsbezeichnungen in französischer SpracheIngénieur/Ingénieure en microtechniques + +Ingénieur/Ingénieure en mécanique et microtechniques + +Ingénieur/Ingénieure en systèmes et microsystèmes embarqués + +## Die Tätigkeit im Überblick + +Ingenieure und Ingenieurinnen der Mikrosystemtechnik entwickeln Geräte und Systeme, die elektronische, mechanische und optische Funktionen auf kleinstem Raum integrieren. Sie arbeiten u.a. in der Produktionsplanung und -steuerung, der Qualitätssicherung, im Kundenservice oder im Vertrieb. + +## Trends + +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 Werkstoffe - zukünftig hergestellt mittels 4-D-Druckverfahren - sollen auf ihre Umgebung (Licht, Temperatur oder magnetische Felder) reagieren und so ihre Form ändern können. Flüssigkeiten werden z.B. in einem Magnetfeld fest, Kunststoffe falten sich durch Kontakt mit Feuchtigkeit zusammen, geformte Werkstücke aus Formgedächtnismetall nehmen bei einer bestimmten Temperatur wieder ihre ursprüngliche Form an. Mögliche Anwendungsgebiete sind u.a. die Automobilentwicklung, Medizin- und Textiltechnik, Architektur sowie Luft- und Raumfahrt. Fach- und Führungskräfte in den entsprechenden Bereichen werden sich mit diesen Entwicklungen vertraut machen. +Industrie 4.0 in der ElektrotechnikFachkräfte in der Elektrotechnik entwickeln und integrieren Cyber-physische Systeme (CPS), die Maschinen, Anlagen und Infrastrukturen intelligent miteinander verbinden. Grundlage hierfür sind Embedded Systems mit eigener Sensorik, Rechenleistung und Aktorik. Zunehmend kommen Verfahren der Künstlichen Intelligenz (KI) zum Einsatz, um Produktionsprozesse zu optimieren, den Energieverbrauch zu senken, Wartungsbedarfe frühzeitig zu erkennen und die Betriebssicherheit zu erhöhen. Darüber hinaus gewinnen nachhaltige Produktionskonzepte, intelligente Energiemanagementsysteme sowie die + +## Aufgaben und Tätigkeiten (Beschreibung) + +Worum geht es?Ingenieure und Ingenieurinnen der Fachübergreifende Disziplin, die sich mit Entwurf, Herstellung und Einsatz von extrem verkleinerten technischen Systemen befasst, die mikroelektronische, -mechanische und -optische Bestandteile haben +" name="Mikrosystemtechnik">Mikrosystemtechnik entwickeln und fertigen Geräte und Systeme, die elektronische, mechanische und optische Funktionen auf kleinstem Raum integrieren. Daneben sind sie unter anderem in der Produktionsplanung und -steuerung, der Qualitätssicherung, im Kundenservice oder im Vertrieb tätig. +EntwicklungIngenieure und Ingenieurinnen der Mikrosystemtechnik entwickeln Systeme, die selbstständig auf ihre Umwelt reagieren können. Registriert der Sensor am Mikrochip eines Airbags einen Aufprall, verarbeitet er dieses Signal elektrisch weiter, misst es, wertet das Ergebnis aus und steuert dann den Auch: Aktuatoren + Speziell in der Automatisierungs-, Steuerungs- und Regelungstechnik: Wandler, die elektrische Signale - etwa die von einem Steuerungscomputer ausgehenden Befehle - in mechanische Bewegung oder andere physikalische Größen (zum Beispiel Druck, Temperatur) umsetzen. + Siehe auch + Aktorik +" name="Aktoren">Aktor an, der den Airbag auslöst. Die Ingenieure und Ingenieurinnen suchen in Forschung und Entwicklung nach Möglichkeiten, das Potenzial der Mikrosystemtechnik bestmöglich anzuwenden. Dabei werden sie von Technologie für Planung, Entwurf, Konstruktion o.ä.; Erstellung technischer Zeichnungen und Modelle verschiedener Erzeugnisse in 2D oder 3D, z. B. im Bauwesen, im Maschinenbau, in der Elektrotechnik +" name="Computer Aided Design (CAD)">CAD-Technik unterstützt. Soll beispielsweise ein neues Navigationssystem entwickelt werden, führen sie Versuche durch und entwickeln Simulationsmodelle, Pläne und Prototypen. +ProduktionIn den Herstellerbetrieben der Mikrosystemtechnik sorgen die Ingenieure und Ingenieurinnen für einen reibungslosen Produktionsablauf. Sie planen den Mitarbeitereinsatz, steuern die Fertigungs- und Montageeinrichtungen und optimieren die Herstellung. Grundlage für die Produktion von Mikrochips und Solarzellen sind kreisrunde Siliziumscheiben, sogenannte Kreisrundes Mikroplättchen aus Siliziumeinkristall; Ausgangsmaterial für die Herstellung von Mikrochips +" name="Wafer">Wafer, auf die z.B. fotoempfindliche Lacke aufgetragen oder Leiterbahnen geätzt werden. Ingenieure und Ingenieurinnen der Mikrosystemtechnik überprüfen jeden Produktionsschritt, denn Fehler auf dem Wafer pfl + +## Aufgaben und Tätigkeiten im Einzelnen + +Entwicklung, Produktion und QualitätssicherungFertigung/Produktion von Erzeugnissen der Mikrosystemtechnik planen, optimieren und überwachen + +Produktionsablauf unter Berücksichtigung terminlicher Vorgaben und der vorhandenen Maschinen- und Personalkapazität planen + +Fertigungs- und Montageeinrichtungen und -abläufe einsetzen, Planung der Verfügbarkeit bzw. Bereitstellung von und Verfügenkönnen über Mittel, z.B. Waren, Geld, Rohstoffen oder Werbemitteln +" name="Disposition">disponieren, steuern, überwachen und instand halten + +wirtschaftliche Fertigungs-/Montageanlagen und -verfahren planen und einsetzen + +fachspezifische Anwendungssoftware entwickeln und anpassen + +Einhaltung der einschlägigen Umweltschutz- und Unfallverhütungsvorschriften und -bestimmungen umsetzen und überwachen + +Weitere AufgabenKunden und/oder Unternehmen bei der Anschaffung von Produkten und bei der Einführung neuer Systeme beraten und betreuen + +Großkunden im In- und Ausland gewinnen und betreuen + +Mitarbeiter/innen des Fachhandels schulen + +bei der Produktinformation und Öffentlichkeitsarbeit mitwirken + +Versuche vorbereiten, durchführen und auswerten + +Gutachten und Schriftliches Gutachten auf Grundlage von Expertenwissen, das z.B. Angaben über Herkunft, Stil, Zustand und Größe eines Objektes beinhaltet +" name="Expertise">Expertisen erstellen + +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..e1b8757 --- /dev/null +++ b/references/market.md @@ -0,0 +1,96 @@ +# Market evidence report — microsystem-engineer + +Source: **14 real job ads** (JSearch API, countries: us 14), 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 | 5 | 36 % | +| senior | 5 | 36 % | +| n/a | 3 | 21 % | +| lead | 1 | 7 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | ANSYS | 3 | 21 % | +| 2 | COMSOL | 3 | 21 % | +| 3 | STPA | 3 | 21 % | +| 4 | SysML | 3 | 21 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | mems design | 5 | 36 % | +| 2 | device modeling | 4 | 29 % | +| 3 | process development | 4 | 29 % | +| 4 | silicon photonics | 4 | 29 % | +| 5 | architecture design | 3 | 21 % | +| 6 | inertial mems devices | 3 | 21 % | +| 7 | optical mems design | 3 | 21 % | +| 8 | pic microfabrication | 3 | 21 % | +| 9 | requirements management | 3 | 21 % | +| 10 | rf mems design | 3 | 21 % | +| 11 | risk mitigation | 3 | 21 % | +| 12 | system specification | 3 | 21 % | +| 13 | systems engineering | 3 | 21 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | business development | 3 | 21 % | +| 2 | technology roadmap development | 3 | 21 % | + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | customer engagement | 4 | 29 % | +| 2 | problem solving | 4 | 29 % | +| 3 | team leadership | 4 | 29 % | +| 4 | device design | 3 | 21 % | +| 5 | new business capture | 3 | 21 % | +| 6 | requirements development | 3 | 21 % | +| 7 | technical expertise provision | 3 | 21 % | +| 8 | technology leadership | 3 | 21 % | + +## Regional breakdown + +> **Corpus note:** 14 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** — 14 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### UK (gb) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### EU/DACH (de, at, ch, nl) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + + +## Job title variants in the market + +| Title | Ads | +|---|---| +| Lead, Electrical Engineering - MEMS Subject | 3 | +| Distinguished Systems Engineer for Embedded Microsystems Architecture and Design | 2 | +| Device Fabrication Engineer (Onsite, Full Time, San Leandro, CA) | 1 | +| Distinguished Systems Engineer Embedded Microsystems Architecture and Design | 1 | +| Lead – Electrical Engineering, MEMS Subject | 1 | +| MEMS Microfabrication Engineer for 3D Integration | 1 | +| MEMs Microfabrication Process Engineer (Metrology, Test, BEOL, or Bond) | 1 | +| Postdoctoral Appointee - Radio Frequency Photonic Integrated Microsystems, Onsite | 1 | +| Postdoctoral RF Phononics & Microsystems Research | 1 | +| Principal MEMS Microsystems Engineer for Biosensor R&D | 1 | +| Senior MEMS Microsystems Engineer for Biosensors | 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..1318733 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,39 @@ +# Occupation profile — microsystem engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/7f0fe7d3-54c6-41e9-88ba-9d4f0f1a46b4 +- **ESCO code:** 2152.1.10 +- **ISCO-08 group:** 2152 — Electronics engineers +- **O*NET-SOC:** 17-2199.06 — Microsystems Engineers (match: exactMatch) + +## Description (ESCO) + +Microsystem engineers research, design, develop, and supervise the production of microelectromechanical systems (MEMS), which can be integrated in mechanical, optical, acoustic, and electronic products. + +## Definition + +nan + +## Alternative labels + +- engineer in microsystems +- microsystems engineer +- specialist in microelectromechanical systems +- engineer in micro-systems +- advanced MEMS engineer +- microsystem technology engineering adviser +- microsystem engineering specialist +- engineer of microsystems +- microsystem engineering consultant +- MEMS engineer +- senior MEMS engineer +- microsystem technology engineer +- microsystem engineering expert +- microelectromechanical systems engineer +- microsystem technology engineering expert +- microsystem technology engineering consultant +- micro system engineer +- micro systems engineer +- microsystem technology engineering specialist +- microsystem engineering adviser +- micro-system engineer +- micro-systems engineer diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..e435e22 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,174 @@ +# Competences — microsystem engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/7f0fe7d3-54c6-41e9-88ba-9d4f0f1a46b4). + +## Essential + +- **abide by regulations on banned materials** (skill/competence) +- **adjust engineering designs** (skill/competence) +- **analyse test data** (skill/competence) +- **approve engineering design** (skill/competence) +- **conduct literature research** (skill/competence) +- **conduct quality control analysis** (skill/competence) +- **demonstrate disciplinary expertise** (skill/competence) +- **design drawings** (knowledge) +- **design microelectromechanical systems** (skill/competence) +- **design prototypes** (skill/competence) +- **develop microelectromechanical system test procedures** (skill/competence) +- **electrical engineering** (knowledge) +- **electricity** (knowledge) +- **electricity principles** (knowledge) +- **electronics** (knowledge) +- **engineering principles** (knowledge) +- **environmental legislation** (knowledge) +- **environmental threats** (knowledge) +- **interact professionally in research and professional environments** (skill/competence) +- **manage personal professional development** (skill/competence) +- **manage research data** (skill/competence) +- **mathematics** (knowledge) +- **mechanical engineering** (knowledge) +- **microassembly** (knowledge) +- **microelectromechanical systems** (knowledge) +- **microsystem test procedures** (knowledge) +- **operate open source software** (skill/competence) +- **operate scientific measuring equipment** (skill/competence) +- **perform data analysis** (skill/competence) +- **perform project management** (skill/competence) +- **physics** (knowledge) +- **prepare production prototypes** (skill/competence) +- **read engineering drawings** (skill/competence) +- **record test data** (skill/competence) +- **report analysis results** (skill/competence) +- **synthesise information** (skill/competence) +- **test microelectromechanical systems** (skill/competence) +- **think abstractly** (skill/competence) +- **use technical drawing software** (skill/competence) + +## Optional + +- apply blended learning (skill/competence) +- apply for research funding (skill/competence) +- apply research ethics and scientific integrity principles in research activities (skill/competence) +- apply soldering techniques (skill/competence) +- apply technical communication skills (skill/competence) +- assemble microelectromechanical systems (skill/competence) +- assess integrated domotics systems (skill/competence) +- automatic control system (knowledge) +- automation technology (knowledge) +- biomedical engineering (knowledge) +- build business relationships (skill/competence) +- CAE software (knowledge) +- communicate with a non-scientific audience (skill/competence) +- communicate with customers (skill/competence) +- computer engineering (knowledge) +- conduct research across disciplines (skill/competence) +- control engineering (knowledge) +- coordinate engineering teams (skill/competence) +- create technical plans (skill/competence) +- define manufacturing quality criteria (skill/competence) +- develop product design (skill/competence) +- develop professional network with researchers and scientists (skill/competence) +- disseminate results to the scientific community (skill/competence) +- draft bill of materials (skill/competence) +- draft scientific or academic papers and technical documentation (skill/competence) +- evaluate research activities (skill/competence) +- firmware (knowledge) +- increase the impact of science on policy and society (skill/competence) +- integrate gender dimension in research (skill/competence) +- interpret circuit diagrams (skill/competence) +- maintain safe engineering watches (skill/competence) +- manage findable accessible interoperable and reusable data (skill/competence) +- manage intellectual property rights (skill/competence) +- manage open publications (skill/competence) +- mentor individuals (skill/competence) +- microelectronics (knowledge) +- micromechanics (knowledge) +- microoptics (knowledge) +- microsensors (knowledge) +- MOEM (knowledge) +- nanotechnology (knowledge) +- operate precision machinery (skill/competence) +- optoelectronics (knowledge) +- perform resource planning (skill/competence) +- perform scientific research (skill/competence) +- precision measuring instruments (knowledge) +- precision mechanics (knowledge) +- prepare assembly drawings (skill/competence) +- process customer orders (skill/competence) +- program firmware (skill/competence) +- programmable logic controller (knowledge) +- promote open innovation in research (skill/competence) +- promote the participation of citizens in scientific and research activities (skill/competence) +- promote the transfer of knowledge (skill/competence) +- publish academic research (skill/competence) +- quality standards (knowledge) +- semiconductors (knowledge) +- sensors (knowledge) +- speak different languages (skill/competence) +- teach in academic or vocational contexts (skill/competence) +- train employees (skill/competence) +- use CAD software (skill/competence) +- use CAM software (skill/competence) +- use precision tools (skill/competence) +- write scientific publications (skill/competence) + + + +## Market evidence (job-ad analysis, 14 ads, as of 2026-07-17) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- mems design — **36 %** +- device modeling — **29 %** +- process development — **29 %** +- silicon photonics — **29 %** +- rf mems design — **21 %** +- risk mitigation — **21 %** +- requirements management — **21 %** +- optical mems design — **21 %** +- pic microfabrication — **21 %** +- architecture design — **21 %** +- inertial mems devices — **21 %** +- system specification — **21 %** +- systems engineering — **21 %** +- technical analysis — **14 %** +- threat modeling — **14 %** +- mems device design — **14 %** +- microfabrication operations — **14 %** +- phononic signal processing — **14 %** +- heterostructure materials — **14 %** +- rf engineering — **14 %** +- statistical analysis — **14 %** + +### Methods + +- business development — **21 %** +- technology roadmap development — **21 %** +- systems engineering process — **14 %** +- wafer-level processing — **14 %** +- 3d integration — **14 %** +- irad initiatives — **14 %** +- full life-cycle systems engineering — **14 %** +- heterogeneous integration — **14 %** +- simulation-based performance analysis — **14 %** + +### Responsibilities + +- problem solving — **29 %** +- customer engagement — **29 %** +- team leadership — **29 %** +- technology leadership — **21 %** +- technical expertise provision — **21 %** +- device design — **21 %** +- new business capture — **21 %** +- requirements development — **21 %** +- research communication — **14 %** +- resource allocation — **14 %** +- operations improvement — **14 %** +- experiment execution — **14 %** +- technical mentoring — **14 %** +- team management — **14 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..9420896 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,69 @@ +# Tasks & work activities — microsystem engineer + +Source: O*NET 30.3, occupation 17-2199.06 (Microsystems Engineers). + +## Task statements + +- **[Core]** Plan or schedule engineering research or development projects involving microelectromechanical systems (MEMS) technology. +- **[Core]** Communicate operating characteristics or performance experience to other engineers or designers for training or new product development purposes. +- **[Core]** Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements. +- **[Core]** Propose product designs involving microelectromechanical systems (MEMS) technology, considering market data or customer requirements. +- **[Core]** Investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (MEMS) device designs, using simulation or modeling software. +- **[Core]** Develop formal documentation for microelectromechanical systems (MEMS) devices, including quality assurance guidance, quality control protocols, process control checklists, data collection, or reporting. +- **[Core]** Create schematics and physical layouts of integrated microelectromechanical systems (MEMS) components or packaged assemblies consistent with process, functional, or package constraints. +- **[Core]** Conduct analyses addressing issues such as failure, reliability, or yield improvement. +- **[Supplemental]** Manage new product introduction projects to ensure effective deployment of microelectromechanical systems (MEMS) devices or applications. +- **[Supplemental]** Develop or implement microelectromechanical systems (MEMS) processing tools, fixtures, gages, dies, molds, or trays. +- **[Supplemental]** Identify, procure, or develop test equipment, instrumentation, or facilities for characterization of microelectromechanical systems (MEMS) applications. +- **[Supplemental]** Develop customer documentation, such as performance specifications, training manuals, or operating instructions. +- **[Supplemental]** Develop or file intellectual property and patent disclosure or application documents related to microelectromechanical systems (MEMS) devices, products, or systems. +- **[Supplemental]** Demonstrate miniaturized systems that contain components, such as microsensors, microactuators, or integrated electronic circuits, fabricated on silicon or silicon carbide wafers. +- **[Supplemental]** Conduct acceptance tests, vendor-qualification protocols, surveys, audits, corrective-action reviews, or performance monitoring of incoming materials or components to ensure conformance to specifications. +- **[Supplemental]** Refine final microelectromechanical systems (MEMS) design to optimize design for target dimensions, physical tolerances, or processing constraints. +- **[Supplemental]** Oversee operation of microelectromechanical systems (MEMS) fabrication or assembly equipment, such as handling, singulation, assembly, wire-bonding, soldering, or package sealing. +- **[Supplemental]** Evaluate materials, fabrication methods, joining methods, surface treatments, or packaging to ensure acceptable processing, performance, cost, sustainability, or availability. +- **[Supplemental]** Devise microelectromechanical systems (MEMS) production methods, such as integrated circuit fabrication, lithographic electroform modeling, or micromachining. +- **[Supplemental]** Develop or validate specialized materials characterization procedures, such as thermal withstand, fatigue, notch sensitivity, abrasion, or hardness tests. +- **[Supplemental]** Develop or validate product-specific test protocols, acceptance thresholds, or inspection tools for quality control testing or performance measurement. +- **[Supplemental]** Conduct or oversee the conduct of prototype development or microfabrication activities to ensure compliance to specifications and promote effective production processes. +- **[Supplemental]** Conduct experimental or virtual studies to investigate characteristics and processing principles of potential microelectromechanical systems (MEMS) technology. +- **[Supplemental]** Validate fabrication processes for microelectromechanical systems (MEMS), using statistical process control implementation, virtual process simulations, data mining, or life testing. +- **[Supplemental]** Conduct harsh environmental testing, accelerated aging, device characterization, or field trials to validate devices, using inspection tools, testing protocols, peripheral instrumentation, or modeling and simulation software. +- **[nan]** Consider environmental issues when proposing product designs involving microelectromechanical systems (MEMS) technology. +- **[nan]** Design or develop energy products using nanomaterials or nanoprocesses, such as micro-nano machining. +- **[nan]** Design or develop industrial air quality microsystems, such as carbon dioxide fixing devices. +- **[nan]** Design or develop sensors to reduce the energy or resource requirements to operate appliances, such as washing machines or dishwashing machines. +- **[nan]** Design sensors or switches that require little or no power to operate for environmental monitoring or industrial metering applications. +- **[nan]** Research or develop emerging microelectromechanical (MEMS) systems to convert nontraditional energy sources into power, such as ambient energy harvesters that convert environmental vibrations into usable energy. + +## Detailed work activities + +- Conduct quantitative failure analyses of operational data. +- Conduct validation tests of equipment or processes. +- Confer with technical personnel to prepare designs or operational plans. +- Create graphical representations of mechanical equipment. +- Create models of engineering designs or methods. +- Design alternative energy systems. +- Design electromechanical equipment or systems. +- Design electronic or computer equipment or instrumentation. +- Design energy production or management equipment or systems. +- Design industrial processing systems. +- Design micro- or nano-scale materials, devices, or systems. +- Design systems to reduce harmful emissions. +- Develop technical methods or processes. +- Devise research or testing protocols. +- Direct design or development activities. +- Document technical design details. +- Inspect operational processes. +- Investigate the environmental impact of projects. +- Operate precision equipment to control microscopic or nanoscopic processes. +- Prepare contracts, disclosures, or applications. +- Prepare procedural documents. +- Prepare proposal documents. +- Purchase materials, equipment, or other resources. +- Research engineering applications of emerging technologies. +- Research industrial processes or operations. +- Schedule operational activities. +- Select tools, equipment, or technologies for use in operations or projects. +- Test performance of electrical, electronic, mechanical, or integrated systems or equipment. +- Train personnel on proper operational procedures. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..384d996 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,110 @@ +# Tools & technology — microsystem engineer + +Source: O*NET 30.3 'Software Skills' for 17-2199.06. + +| Software | Category | Hot technology | +|---|---|---| +| SAS | Analytical or scientific software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Dassault Systemes SolidWorks | Computer aided design CAD software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| C | Development environment software | yes | +| Microsoft Visual Basic | Development environment software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| Git | File versioning software | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| C# | Object or component oriented development software | yes | +| C++ | Object or component oriented development software | yes | +| Oracle Java | Object or component oriented development software | yes | +| Perl | Object or component oriented development software | yes | +| Python | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Apple macOS | Operating system software | yes | +| Bash | Operating system software | yes | +| Linux | Operating system software | yes | +| Microsoft Windows | Operating system software | yes | +| Microsoft Windows Server | Operating system software | yes | +| Shell script | Operating system software | yes | +| UNIX | Operating system software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Facebook | Web page creation and editing software | yes | +| JavaScript | Web platform development software | yes | +| Microsoft Word | Word processing software | yes | +| Anisotropic Crystalline Etch Simulation ACES | Analytical or scientific software | | +| Ansys Fluent | Analytical or scientific software | | +| ANSYS LS-DYNA | Analytical or scientific software | | +| ANSYS Multiphysics | Analytical or scientific software | | +| Beige Bag Software B2 Spice | Analytical or scientific software | | +| Cadence PSpice | Analytical or scientific software | | +| CAzM | Analytical or scientific software | | +| Circuit simulation software | Analytical or scientific software | | +| COMSOL Multiphysics | Analytical or scientific software | | +| Coventor ARCHITECT3D | Analytical or scientific software | | +| Coventor CoventorWare | Analytical or scientific software | | +| Dassault Systemes Abaqus | Analytical or scientific software | | +| Dolphin Integration SMASH | Analytical or scientific software | | +| Finite element analysis FEA software | Analytical or scientific software | | +| Finite element method FEM software | Analytical or scientific software | | +| FLorida Object Oriented Design Simulator FLOODS | Analytical or scientific software | | +| FLorida Object Oriented Process Simulator FLOOPS | Analytical or scientific software | | +| Intusoft ICAP | Analytical or scientific software | | +| IRSIM | Analytical or scientific software | | +| KLA-Tencor PROLITH | Analytical or scientific software | | +| Linear Technology LTSpice | Analytical or scientific software | | +| Mentor Graphics LeonardoSpectrum | Analytical or scientific software | | +| Microelectromechanical systems MEMS simulation software | Analytical or scientific software | | +| Microwind Dsch | Analytical or scientific software | | +| Minitab | Analytical or scientific software | | +| Molecular visualization software | Analytical or scientific software | | +| MSC Software Patran | Analytical or scientific software | | +| Penzar TopSPICE | Analytical or scientific software | | +| PISCES IIB | Analytical or scientific software | | +| Process simulation software | Analytical or scientific software | | +| SAS JMP | Analytical or scientific software | | +| Siemens ModelSim | Analytical or scientific software | | +| Siemens PLM software | Analytical or scientific software | | +| Simulation program with integrated circuit emphasis SPICE | Analytical or scientific software | | +| Simulation software | Analytical or scientific software | | +| SimWindows | Analytical or scientific software | | +| SUPREM | Analytical or scientific software | | +| Syborg Systems MicroTec | Analytical or scientific software | | +| Synopsys HSPICE | Analytical or scientific software | | +| Synopsys Taurus Medici | Analytical or scientific software | | +| Tanner EDA T-SPICE | Analytical or scientific software | | +| Transas Group PISCES2 | Analytical or scientific software | | +| Very high speed integrated circuit VHSIC hardware description language VHDL simulation software | Analytical or scientific software | | +| WinSpice | Analytical or scientific software | | +| IntelliCAD | Computer aided design CAD software | | +| MEMSCAP MEMS Pro | Computer aided design CAD software | | +| PTC Creo Parametric | Computer aided design CAD software | | +| Schematic capture software | Computer aided design CAD software | | +| Static Free Software Electric VLSI Design System | Computer aided design CAD software | | +| Tanner EDA L-Edit | Computer aided design CAD software | | +| Xcircuit | Computer aided design CAD software | | +| National Instruments LabVIEW | Development environment software | | +| Verilog | Development environment software | | +| Very high-speed integrated circuit VHSIC hardware description language VHDL | Development environment software | | +| Statistical process control SPC software | Industrial control software | | +| Web browser software | Internet browser software | | +| Real time operating system RTOS software | Operating system software | | +| Debugging software | Program testing software | | +| Unified modeling language UML | Requirements analysis and system architecture software | | + + + +## Market evidence (job-ad analysis, 14 ads, as of 2026-07-17) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- ANSYS — **21 %** +- COMSOL — **21 %** +- STPA — **21 %** +- SysML — **21 %** + +