feat: electromechanical-engineer skill package v0.1.0

2026-08-14 16:58:37 +02:00
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+# External AI agent skills — electromechanical-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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `thought-experiment-design` | core | Construct, analyze, and evaluate philosophical thought experiments to test intuitions, reveal conceptual commitments, and probe theoretical implications | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/philosophy/skills/thought-experiment-design) |
+| `nsight-profiler` | core | Expert skill for NVIDIA Nsight Systems and Nsight Compute profiling tools. Configure profiling sessions, analyze kernel reports, interpret occupancy metrics, roofline model data, memory bandwidth bottlenecks, and warp execution efficiency. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/nsight-profiler) |
+
+## Source: aaron-he-zhu/aaron-marketing-skills
+
+- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ad-test-designer` | core | Use when the user asks to "design an A/B test", "set up a creative/landing test", "run an incrementality test", or "is this result statistically and practically material?"; produces a hypothesis, variant matrix, sample-size/duration/power … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/ad/orchestrate/ad-test-designer) |
+| `message-test-designer` | core | Use when the user asks to "test our messaging before we scale it", "design a message-market-fit panel", or "run a 5-second comprehension test on our new tagline"; produces a message-test design spec — hypothesis, panel and recruit … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/narrative/evaluate/message-test-designer) |
+| `send-experiment-designer` | core | Use when the user asks to "design an email A/B test", "set up a multivariate subject/CTA test", "run a send-time test", "build a hold-out group", or "is this email result statistically and practically material?"; produces a falsifiable … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/email/deliver/send-experiment-designer) |
+
+## Source: AgriciDaniel/claude-ads
+
+- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) |
+
+## Source: alirezarezvani/claude-skills
+
+- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ab-test-setup` | core | When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "conversion … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/marketing-skill/skills/ab-test-setup) |
+
+## 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: bitwize-music-studio/claude-ai-music-skills
+
+- Repository: [https://github.com/bitwize-music-studio/claude-ai-music-skills](https://github.com/bitwize-music-studio/claude-ai-music-skills) (commit `96446de`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `researchers-verifier` | core | Performs quality control, citation validation, and fact-checking before human review. Use after research is complete to verify all sources and claims before production. | [source](https://github.com/bitwize-music-studio/claude-ai-music-skills/tree/96446de/skills/researchers-verifier) |
+
+## Source: brycewang-stanford/Auto-Empirical-Research-Skills
+
+- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
+- License: CC-BY-4.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `data-scientist` | core | Data science methodology for Python research: EDA, validation, causal inference (IV, DiD, RD, synthetic control), clustering/PCA/UMAP, supervised ML, geospatial, visualization. Method selection guidance. For syntax, load tool-specific … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/data-scientist) |
+| `b1` | core | VS-Enhanced Literature Review Strategist - Comprehensive support for multiple review methodologies Full VS 5-Phase process: Prevents Mode Collapse and presents creative search strategies Supports: Systematic Review (PRISMA 2020), Scoping … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/b1) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `ab-test-setup` | core | When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," or "hypothesis." For tracking … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/ab-test-setup) |
+| `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) |
+| `research-lookup` | core | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/research-lookup) |
+| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-decision-support) |
+| `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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/literature-review) |
+| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/market-research-reports) |
+| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/openalex-database) |
+
+## 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) |
+| `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) |
+| `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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/literature-review) |
+| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/openalex-database) |
+
+## Source: indranilbanerjee/digital-marketing-pro
+
+- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ab-test-plan` | core | Design A/B and multivariate tests. Use when: sample size calculation, testing hypothesis, CRO experimentation. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/ab-test-plan) |
+
+## 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 |
+|---|---|---|---|
+| `ab-testing` | core | When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/ab-testing) |
+
+## 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 |
+|---|---|---|---|
+| `hypothesis-tester` | core | Structured hypothesis formulation, experiment design, and results interpretation for Product Managers. Use when the user needs to validate an assumption, design an A/B test, evaluate experiment results, or decide whether to ship based on … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/pm-ai-partner/skills/hypothesis-tester) |
+| `surge-experiment` | core | Growth experiment design — structure a growth hypothesis, define metric, baseline, expected lift, and kill condition for a single experiment. Use when asked to "design a growth experiment", "test this growth idea", "experiment framework", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/bundle/revenue-team/skills/surge-experiment) |
+| `cro-methodology` | core | Audit websites and landing pages for conversion issues and design evidence-based A/B tests. Use when the user mentions "landing page isnt converting", "conversion rate", "A/B test", "why visitors leave", "objection handling", "bounce … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/wondelai-cro-methodology) |
+| `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) |
+| `lumen-abtest` | core | A/B test design — produce an experiment spec with hypothesis, primary metric, MDE, sample size, run time, and decision rule. Also determines when NOT to A/B test and what to do instead. Use when asked to "design an A/B test", "should we … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/ai-agency/tonone/skills/lumen-abtest) |
+
+## 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) |
+| `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) |
+| `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) |
+| `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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/literature-review) |
+| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/market-research-reports) |
+
+## 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) |
+| `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) |
+| `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) |
+| `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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/literature-review) |
+| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/market-research-reports) |
+
+## Source: mohitagw15856/pm-claude-skills
+
+- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `experiment-designer` | core | Design statistically rigorous A/B tests and interpret experiment results. Use when asked to design an experiment, run an A/B test, calculate sample size, interpret test results, or assess whether an experiment was successful. Produces a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-advanced/skills/experiment-designer) |
+| `ab-test-readout` | core | Analyse a finished A/B test and write the readout — the result, whether it's statistically and practically significant, what it means, and the ship/no-ship call. Use when asked to analyse experiment results, write an A/B test readout, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-data/skills/ab-test-readout) |
+| `experiment-readout` | core | Analyse a finished A/B test and write an honest results readout with real statistics. Use when asked to read out an A/B test, analyse experiment results, check if a result is statistically significant, or decide ship/no-ship from test … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-dataeng/skills/experiment-readout) |
+
+## 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 |
+|---|---|---|---|
+| `performing-web-application-penetration-test` | core | Performs systematic security testing of web applications following the OWASP Web Security Testing Guide (WSTG) methodology to identify vulnerabilities in authentication, authorization, input validation, session management, and business … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-web-application-penetration-test) |
+
+## Source: nexu-io/open-design
+
+- Repository: [https://github.com/nexu-io/open-design](https://github.com/nexu-io/open-design) (commit `4b66023`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `html-ppt-zhangzara-signal` | core | Open Design's strategy memo: should it monetize the plugin registry now or hold — options, risks, and the recommendation. Built as a decision-grade corporate strategy deck for CEO, strategy team. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-zhangzara-signal) |
+
+## 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-bdd-methodology` | core | BDD patterns for acceptance test design - Given-When-Then structure, scenario writing rules, pytest-bdd implementation, anti-patterns, and living documentation | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-bdd-methodology) |
+| `nw-sc-review-dimensions` | core | Reviewer critique dimensions for peer review - implementation bias detection, test quality validation, completeness checks, and priority validation | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-sc-review-dimensions) |
+| `nw-test-optimization` | core | Methodology for minimizing test count while maximizing behavioral coverage - behavior definition, anti-pattern catalog, consolidation patterns, stopping criterion, coverage-preserving validation | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-test-optimization) |
+| `nw-research-methodology` | core | Research output templates, distillation workflow, and quality standards for evidence-driven research | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-research-methodology) |
+
+## 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: samber/cc-skills-golang
+
+- Repository: [https://github.com/samber/cc-skills-golang](https://github.com/samber/cc-skills-golang) (commit `4881c01`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `golang-troubleshooting` | core | Troubleshoot Golang programs systematically - find and fix the root cause. Use when encountering bugs, crashes, deadlocks, or unexpected behavior in Go code. Covers debugging methodology, common Go pitfalls, test-driven debugging, pprof … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-troubleshooting) |
+
+## Source: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+
+## Source: staruhub/ClaudeSkills
+
+- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) |
+
+## Source: wanshuiyin/Anti-Autoresearch
+
+- Repository: [https://github.com/wanshuiyin/Anti-Autoresearch](https://github.com/wanshuiyin/Anti-Autoresearch) (commit `c7f7f0d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `eval-design-forensics` | core | Audit whether a paper's EVALUATION DESIGN actually measures what it claims and whether its reporting is complete — the validity layer family D (experiment-forensics) cannot reach. Three patterns: train/test leakage means the reported score … | [source](https://github.com/wanshuiyin/Anti-Autoresearch/tree/c7f7f0d/skills/eval-design-forensics) |
+
+## 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 |
+|---|---|---|---|
+| `cro-methodology` | core | Audit websites and landing pages for conversion issues and design evidence-based A/B tests. Use when the user mentions "landing page isnt converting", "conversion rate", "A/B test", "why visitors leave", "objection handling", "bounce … | [source](https://github.com/wondelai/skills/tree/326b380/cro-methodology) |
+| `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) |
+
+## 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) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,62 @@
+# Market evidence report — electromechanical-engineer
+
+Source: **6 real job ads** (JSearch API, countries: us 6), extracted into the MSSQL evidence store; as of 2026-07-11.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 5 | 83 % |
+| senior | 1 | 17 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 6 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** — 6 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 |
+|---|---|
+| Data Center Engineer - Electro-Mechanical - Elite FinTech - $80,000-$140,000 + Bonus | 1 |
+| Electro-Mechanical Assembler III | 1 |
+| Electro-Mechanical Engineering Technician | 1 |
+| Manufacturing Engineers (Electro & Electro Mechanical) | 1 |
+| Senior Manufacturing Engineer, Electromechanical Assembly | 1 |
+| Staff Electromechanical Design Engineer | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,57 @@
+# Occupation profile — electromechanical engineer
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/77abfaec-a250-4765-95fa-6091e8da1bba
+- **ESCO code:** 2151.1.3
+- **ISCO-08 group:** 2151 — Electrical engineers
+
+## Description (ESCO)
+
+Electromechanical engineers design and develop equipment and machinery that use both electrical and mechanical technology. They make draughts and prepare documents detailing the material requisitions, the assembly process and other technical specifications. Electromechanical engineers also test and evaluate the prototypes. They oversee the manufacturing process.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- electro-mechanical assembly engineer
+- electro-mechanical equipment engineer
+- engineering technician
+- electro-mechanical designer
+- electromechanical prototype developer
+- engineer of electro-mechanics
+- electromechanical systems engineer
+- electro mechanics engineer
+- electromechanical systems control engineer
+- electromechanical engineering consultant
+- engineer in electromechanics
+- electro-mechanical engineer
+- electromechanical design engineer
+- electromechanical assembly engineer
+- electro-mechanic engineer
+- electromechanic engineer
+- electromechanical technology engineering adviser
+- electromechanical technology engineering consultant
+- electromechanical engineering expert
+- electromechanical technology engineering specialist
+- electromechanical engineering specialist
+- electromechanical equipment engineer
+- electromechanical technology engineer
+- electrical machinery engineer
+- engineer of electromechanics
+- electromechanical technology engineering expert
+- electro-mechanical development engineer
+- mechanicals engineer
+- electromechanical development engineer
+- electric machinery engineer
+- electro-mechanical prototype developer
+- electro-mechanical design engineer
+- electro mechanical engineer
+- engineer in electromechanical systems
+- engineer in electro-mechanics
+- electro mechanic engineer
+- electromechanical designer
+- specialist in electromechanics
+- electro-mechanics engineer
+- specialist in electromechanical systems
+- electromechanical engineering adviser
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,236 @@
+# Competences — electromechanical engineer
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/77abfaec-a250-4765-95fa-6091e8da1bba).
+
+## 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)
+- **define technical requirements** (skill/competence)
+- **demonstrate disciplinary expertise** (skill/competence)
+- **design drawings** (knowledge)
+- **design electromechanical systems** (skill/competence)
+- **design prototypes** (skill/competence)
+- **electric drives** (knowledge)
+- **electric generators** (knowledge)
+- **electric motors** (knowledge)
+- **electrical engineering** (knowledge)
+- **electrical machines** (knowledge)
+- **electrical wiring diagrams** (knowledge)
+- **electricity** (knowledge)
+- **electricity principles** (knowledge)
+- **electromechanics** (knowledge)
+- **engineering principles** (knowledge)
+- **environmental legislation** (knowledge)
+- **environmental threats** (knowledge)
+- **gather technical information** (skill/competence)
+- **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)
+- **model electromechanical systems** (skill/competence)
+- **monitor manufacturing quality standards** (skill/competence)
+- **operate open source software** (skill/competence)
+- **perform data analysis** (skill/competence)
+- **perform project management** (skill/competence)
+- **physics** (knowledge)
+- **prepare production prototypes** (skill/competence)
+- **record test data** (skill/competence)
+- **report analysis results** (skill/competence)
+- **synthesise information** (skill/competence)
+- **test electromechanical systems** (skill/competence)
+- **think abstractly** (skill/competence)
+- **use technical drawing software** (skill/competence)
+
+## Optional
+
+- analyse big data (skill/competence)
+- apply blended learning (skill/competence)
+- apply for research funding (skill/competence)
+- apply research ethics and scientific integrity principles in research activities (skill/competence)
+- apply technical communication skills (skill/competence)
+- assemble electromechanical systems (skill/competence)
+- assemble mechatronic units (skill/competence)
+- assemble sensors (skill/competence)
+- automation technology (knowledge)
+- build business relationships (skill/competence)
+- business intelligence (knowledge)
+- CAE software (knowledge)
+- cloud technologies (knowledge)
+- communicate with a non-scientific audience (skill/competence)
+- communicate with customers (skill/competence)
+- conduct research across disciplines (skill/competence)
+- control engineering (knowledge)
+- coordinate engineering teams (skill/competence)
+- create technical plans (skill/competence)
+- data analytics (knowledge)
+- data mining (knowledge)
+- data storage (knowledge)
+- define manufacturing quality criteria (skill/competence)
+- design automation components (skill/competence)
+- design firmware (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)
+- electronics (knowledge)
+- evaluate research activities (skill/competence)
+- examine engineering principles (skill/competence)
+- firmware (knowledge)
+- increase the impact of science on policy and society (skill/competence)
+- information extraction (knowledge)
+- information structure (knowledge)
+- install automation components (skill/competence)
+- install mechatronic equipment (skill/competence)
+- integrate gender dimension in research (skill/competence)
+- maintain robotic equipment (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)
+- maritime law (knowledge)
+- mechatronics (knowledge)
+- mentor individuals (skill/competence)
+- microelectromechanical systems (knowledge)
+- monitor machine operations (skill/competence)
+- perform data mining (skill/competence)
+- perform resource planning (skill/competence)
+- perform scientific research (skill/competence)
+- perform test run (skill/competence)
+- power electronics (knowledge)
+- power engineering (knowledge)
+- prepare assembly drawings (skill/competence)
+- program firmware (skill/competence)
+- promote open innovation in research (skill/competence)
+- promote the participation of citizens in scientific and research activities (skill/competence)
+- promote the transfer of knowledge (skill/competence)
+- publish academic research (skill/competence)
+- quality standards (knowledge)
+- robotic components (knowledge)
+- robotics (knowledge)
+- sensors (knowledge)
+- simulate mechatronic design concepts (skill/competence)
+- speak different languages (skill/competence)
+- statistical analysis system software (knowledge)
+- teach in academic or vocational contexts (skill/competence)
+- test mechatronic units (skill/competence)
+- test sensors (skill/competence)
+- train employees (skill/competence)
+- unstructured data (knowledge)
+- use CAD software (skill/competence)
+- use CAM software (skill/competence)
+- use specific data analysis software (skill/competence)
+- utilise machine learning (skill/competence)
+- visual presentation techniques (knowledge)
+- write routine reports (skill/competence)
+- write scientific publications (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 6 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- electrical testing — **33 %**
+- troubleshooting — **33 %**
+- validation — **17 %**
+- wiring — **17 %**
+- quality control — **17 %**
+- rf design — **17 %**
+- schematic interpretation — **17 %**
+- scrap reduction — **17 %**
+- signal routing — **17 %**
+- soldering — **17 %**
+- supplier auditing — **17 %**
+- supplier management — **17 %**
+- technical leadership — **17 %**
+- electro mechanical assembly — **17 %**
+- electromechanical assembly — **17 %**
+- electro-mechanical assembly — **17 %**
+- electronic control assembly — **17 %**
+- design for manufacturing — **17 %**
+- digital design — **17 %**
+- electrical engineering — **17 %**
+- equipment validation — **17 %**
+- cable routing — **17 %**
+- cooling systems — **17 %**
+- crimping — **17 %**
+- data center administration — **17 %**
+- inspection — **17 %**
+- manufacturing process interpretation — **17 %**
+- manufacturing transfer — **17 %**
+- mechanical assembly — **17 %**
+- mechanical engineering — **17 %**
+- mentoring — **17 %**
+- mixed-signal design — **17 %**
+- npi process support — **17 %**
+- office fitout — **17 %**
+- pcb design — **17 %**
+- pcba manufacturing — **17 %**
+- process optimization — **17 %**
+- power systems — **17 %**
+- process engineering — **17 %**
+- prototype development — **17 %**
+
+### Methods
+
+- product lifecycle management — **17 %**
+- mil-std drawings — **17 %**
+- continuous improvement methodologies — **17 %**
+- iq/oq/pq validation — **17 %**
+- iso certification — **17 %**
+- cross-functional team collaboration — **17 %**
+- cleanroom protocols — **17 %**
+- as9100 — **17 %**
+- fat — **17 %**
+- geometric dimensioning and tolerancing — **17 %**
+- geometric dimensioning and tolerancing (GD&T) — **17 %**
+- design for test — **17 %**
+- engineering drawing practices — **17 %**
+- sat — **17 %**
+- system validation — **17 %**
+
+### Responsibilities
+
+- task organization — **17 %**
+- technical guidance — **17 %**
+- system builds — **17 %**
+- system support — **17 %**
+- supplier collaboration — **17 %**
+- subassembly builds — **17 %**
+- racking — **17 %**
+- work area organization — **17 %**
+- workflow optimization — **17 %**
+- validation execution — **17 %**
+- engineering drawing review — **17 %**
+- documentation — **17 %**
+- documentation maintenance — **17 %**
+- global travel — **17 %**
+- hardware assembly — **17 %**
+- electrical test development — **17 %**
+- assembly — **17 %**
+- datacentre administration — **17 %**
+- design — **17 %**
+- capacity planning — **17 %**
+- component procurement — **17 %**
+- junior team mentoring — **17 %**
+- manufacturing documentation — **17 %**
+- fabrication — **17 %**
+- manufacturing transition — **17 %**
+- new product introduction support — **17 %**
+- product rework — **17 %**
+- production issue troubleshooting — **17 %**
+- production support — **17 %**
+- project management — **17 %**
+- prototyping — **17 %**
+- process leadership — **17 %**
+- pcba manufacturing support — **17 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,60 @@
+# Tasks & work activities — electromechanical engineer
+
+Source: O*NET 30.3, occupation 17-2071.00 (Electrical Engineers) — manual nearest-occupation mapping via ISCO group 2151; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Confer with engineers, customers, or others to discuss existing or potential engineering projects or products.
+- **[Core]** Design, implement, maintain, or improve electrical instruments, equipment, facilities, components, products, or systems for commercial, industrial, or domestic purposes.
+- **[Core]** Operate computer-assisted engineering or design software or equipment to perform engineering tasks.
+- **[Core]** Direct or coordinate manufacturing, construction, installation, maintenance, support, documentation, or testing activities to ensure compliance with specifications, codes, or customer requirements.
+- **[Core]** Perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications.
+- **[Core]** Plan or implement research methodology or procedures to apply principles of electrical theory to engineering projects.
+- **[Core]** Prepare specifications for purchases of materials or equipment.
+- **[Core]** Supervise or train project team members, as necessary.
+- **[Core]** Investigate or test vendors' or competitors' products.
+- **[Core]** Oversee project production efforts to assure projects are completed on time and within budget.
+- **[Core]** Prepare technical drawings, specifications of electrical systems, or topographical maps to ensure that installation and operations conform to standards and customer requirements.
+- **[Core]** Assist in developing capital project programs for new equipment or major repairs.
+- **[Core]** Compile data and write reports regarding existing or potential electrical engineering studies or projects.
+- **[Supplemental]** Collect data relating to commercial or residential development, population, or power system interconnection to determine operating efficiency of electrical systems.
+- **[Supplemental]** Conduct field surveys or study maps, graphs, diagrams, or other data to identify and correct power system problems.
+- **[Supplemental]** Design electrical systems or components that minimize electric energy requirements, such as lighting systems designed to account for natural lighting.
+- **[Supplemental]** Develop systems that produce electricity with renewable energy sources, such as wind, solar, or biofuels.
+- **[Supplemental]** Integrate electrical systems with renewable energy systems to improve overall efficiency.
+- **[Core]** Estimate labor, material, or construction costs for budget preparation purposes.
+- **[Core]** Investigate customer or public complaints to determine the nature and extent of problems.
+- **[Core]** Inspect completed installations and observe operations to ensure conformance to design and equipment specifications and compliance with operational, safety, or environmental standards.
+- **[Supplemental]** Develop software to control electrical systems.
+
+## Detailed work activities
+
+- Collect data about project sites.
+- Confer with technical personnel to prepare designs or operational plans.
+- Create electrical schematics.
+- Design alternative energy systems.
+- Design control systems for mechanical or other equipment.
+- Design electrical equipment or systems.
+- Design energy-efficient equipment or systems.
+- Design structures or facilities.
+- Develop software or applications for scientific or technical use.
+- Develop software or computer applications.
+- Devise research or testing protocols.
+- Direct construction activities.
+- Direct equipment maintenance or repair activities.
+- Direct industrial production activities.
+- Direct installation activities.
+- Discuss designs or plans with clients.
+- Estimate operational costs.
+- Estimate technical or resource requirements for development or production projects.
+- Inspect operational processes.
+- Investigate system, equipment, or product failures.
+- Maintain electronic equipment.
+- Monitor the productivity or efficiency of industrial operations.
+- Operate computer systems.
+- Prepare operational reports.
+- Prepare project budgets.
+- Supervise engineering or other technical personnel.
+- Survey land or bodies of water to measure or determine features.
+- Test products for functionality or quality.
+- Train personnel on proper operational procedures.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,155 @@
+# Tools & technology — electromechanical engineer
+
+Source: O*NET 30.3, occupation 17-2071.00 (Electrical Engineers) — manual nearest-occupation mapping via ISCO group 2151; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Apache Subversion SVN | File versioning software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
+| Autodesk Revit | Computer aided design CAD software | yes |
+| Bash | Operating system software | yes |
+| Bentley MicroStation | Computer aided design CAD software | yes |
+| C | Development environment software | yes |
+| C# | Object or component oriented development software | yes |
+| C++ | Object or component oriented development software | yes |
+| Dassault Systemes SolidWorks | Computer aided design CAD software | yes |
+| Eclipse IDE | Development environment software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Linux | Operating system software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft SQL Server | Data base user interface and query software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Microsoft Visual Studio | Development environment software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft Windows Server | Operating system software | yes |
+| Microsoft Word | Word processing software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| Perl | Object or component oriented development software | yes |
+| Python | Object or component oriented development software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Shell script | Operating system software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| UNIX | Operating system software | yes |
+| Ada | Development environment software |  |
+| Advanced boolean expression language ABEL | Development environment software |  |
+| Altera hardware description language AHDL | Development environment software |  |
+| APLAC | Analytical or scientific software |  |
+| ATD protocol | WAN switching software and firmware |  |
+| Automated material handling software | Analytical or scientific software |  |
+| Availability prediction modeling software | Analytical or scientific software |  |
+| AVEVA InTouch HMI | Industrial control software |  |
+| Cadence Allegro Design Entry Capture and Capture CIS | Computer aided design CAD software |  |
+| Cadence Encounter Test | Computer aided design CAD software |  |
+| Chip design software | Computer aided design CAD software |  |
+| Circuit simulation software | Analytical or scientific software |  |
+| Computer aided design and drafting CADD software | Computer aided design CAD software |  |
+| Computer aided design and drafting software CADD | Computer aided design CAD software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| Debugging software | Program testing software |  |
+| Defect tracking software | Program testing software |  |
+| Digital timing diagram editing software | Analytical or scientific software |  |
+| Dynamic object-oriented requirements system DOORS | Analytical or scientific software |  |
+| Electromagnetic analysis software | Analytical or scientific software |  |
+| Electronic design automation EDA software | Computer aided design CAD software |  |
+| Electronic engineering calculator | Analytical or scientific software |  |
+| Embedded systems testing software | Analytical or scientific software |  |
+| ETAP | Geographic information system |  |
+| Failure mode and effects analysis FMEA software | Analytical or scientific software |  |
+| Failure mode effects and criticality analysis FMECA software | Analytical or scientific software |  |
+| Failure reporting analysis and corrective action FRACAS software | Analytical or scientific software |  |
+| Fault modeling software | Analytical or scientific software |  |
+| Fault tree analysis FTA software | Analytical or scientific software |  |
+| Field programmable gate array FPGA design software | Computer aided design CAD software |  |
+| Finite difference time domain FDTD software | Analytical or scientific software |  |
+| Finite element method FEM software | Analytical or scientific software |  |
+| Floor planning software | Computer aided design CAD software |  |
+| Functional verification software | Analytical or scientific software |  |
+| Hardware description language HDL | Development environment software |  |
+| Hewlett-Packard HP Semiconductor Parameter Analyzer | Analytical or scientific software |  |
+| IBM Notes | Electronic mail software |  |
+| Integrated development environment IDE software | Development environment software |  |
+| Isograph Markov | Analytical or scientific software |  |
+| JHDL | Object or component oriented development software |  |
+| Keysight Technologies Advanced Design System | Computer aided design CAD software |  |
+| Life cycle cost software | Analytical or scientific software |  |
+| Logic synthesis software | Analytical or scientific software |  |
+| MAGIC | Computer aided design CAD software |  |
+| MathWorks Simulink | Analytical or scientific software |  |
+| Matrix calculation software | Analytical or scientific software |  |
+| Mean time between failures MBTF software | Analytical or scientific software |  |
+| Mean time to failure MTTF software | Analytical or scientific software |  |
+| Mentor Graphics software | Computer aided design CAD software |  |
+| Microsoft OneNote | Word processing software |  |
+| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
+| Microwave circuit simulation software | Analytical or scientific software |  |
+| Minitab | Analytical or scientific software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| Optimization software | Analytical or scientific software |  |
+| Oracle E-Business Suite Financials | Financial analysis software |  |
+| OrCAD Capture | Computer aided design CAD software |  |
+| Perforce Helix software | Configuration management software |  |
+| Physical design software | Computer aided design CAD software |  |
+| Power analysis software | Analytical or scientific software |  |
+| Powersim PSIM | Analytical or scientific software |  |
+| Printed circuit board design software | Computer aided design CAD software |  |
+| Programmable logic controller PLC code generation software | Development environment software |  |
+| Programmable logic controller PLC software | Industrial control software |  |
+| PTC Creo Parametric | Computer aided design CAD software |  |
+| Rapid prototyping software | Computer aided manufacturing CAM software |  |
+| Reliability analysis software | Analytical or scientific software |  |
+| ReliaSoft Weibull++ 6 | Analytical or scientific software |  |
+| Requirements management software | Requirements analysis and system architecture software |  |
+| Schematic design entry software | Computer aided design CAD software |  |
+| Siemens ModelSim | Analytical or scientific software |  |
+| Signal integrity simulation software | Analytical or scientific software |  |
+| Simulation program with integrated circuit emphasis SPICE | Analytical or scientific software |  |
+| SKM Systems Analysis Power Tools | Analytical or scientific software |  |
+| SmugMug Flickr | Graphics or photo imaging software |  |
+| Sun Microsystems Java | Object or component oriented development software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| Synopsys Design Compiler | Analytical or scientific software |  |
+| Synopsys PrimeTime | Analytical or scientific software |  |
+| Systems analysis programs for hands on integrated reliability evaluation software SAPHIRE | Analytical or scientific software |  |
+| Tektronix EZ-TEST | Analytical or scientific software |  |
+| Test automation software | Analytical or scientific software |  |
+| Time and motion analysis software | Analytical or scientific software |  |
+| Unified modeling language UML | Requirements analysis and system architecture software |  |
+| Verilog | Development environment software |  |
+| Very high-speed integrated circuit VHSIC hardware description language VHDL | Development environment software |  |
+| X.25 Protocol | WAN switching software and firmware |  |
+| Zuken E3.schematic | Computer aided design CAD software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 6 ads, as of 2026-07-11)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- plm systems — **17 %**
+- power supply — **17 %**
+- onePLM — **17 %**
+- oscilloscope — **17 %**
+- NX — **17 %**
+- multimeter — **17 %**
+- Microsoft Office Tools — **17 %**
+- DAQ hardware — **17 %**
+- AutoCAD — **17 %**
+- 3d printing — **17 %**
+- AS400 — **17 %**
+- cnc machining — **17 %**
+- cad systems — **17 %**
+- erp systems — **17 %**
+- injection molding — **17 %**
+- Windchill — **17 %**
+- Xpedition — **17 %**
+- SAP — **17 %**
+
+<!-- market-evidence -->