commit f00ce0b0c64725dea7bf55aa9aa4417c2f008079 Author: skillfactor-pipeline Date: Fri Aug 14 16:53:03 2026 +0200 feat: industrial-tool-design-engineer skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..b495b0d --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — industrial-tool-design-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 — industrial-tool-design-engineer + "ESCO (occupation & competences)" : 43 + "O*NET (tasks & tools)" : 102 + "Job boards (market evidence)" : 51 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 147 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 43 | 12.4 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 102 | 29.3 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 51 | 14.7 % | 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 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 147 | 42.2 % | 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..e670578 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,53 @@ +--- +name: industrial-tool-design-engineer +description: "Occupational skill for the role 'industrial tool design engineer' (also: industrial tool technology engineering adviser, industrial tool designer, industrial tool technology engineering specialist, industrial tool engineer, industrial tool test engineer, industrial tool engineering expert). Use when the user asks for typical industrial tool design engineer work such as: typical industrial tool design engineer responsibilities" +--- + +# Industrial Tool Design Engineer + +Industrial tool design engineers design various industrial tools in accordance with customer needs, manufacturing requirements, and building specifications. They test the designs, look for solutions to any problems, and oversee production. + +## Core workflow + + +## How to use this skill + +- Read [references/profile.md](references/profile.md) for the occupation profile and scope. +- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory. +- Check [references/skills.md](references/skills.md) for essential vs. optional competences. +- Check [references/tools.md](references/tools.md) for the software commonly used in this role. +- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution). + +## Key competences (essential) + +- adjust engineering designs +- approve engineering design +- CAD software +- create solutions to problems +- define part requirements +- design drawings +- design prototypes +- execute feasibility study +- identify customer's needs +- industrial engineering +- industrial tools +- inspect industrial equipment +- manufacturing processes +- mathematics +- mechanical engineering + +## Hot technologies + +- Autodesk AutoCAD +- Autodesk Revit +- Bentley MicroStation +- C++ +- Dassault Systemes SolidWorks +- Microsoft Access +- Microsoft Excel +- Microsoft Office software +- Microsoft Outlook +- Microsoft PowerPoint + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/8bc48c43-d976-458a-9e3c-ee784572351d), O*NET 30.3 (17-3027.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..bd1e0b5 --- /dev/null +++ b/manifest.json @@ -0,0 +1,214 @@ +{ + "name": "industrial-tool-design-engineer", + "title": "industrial tool design engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/8bc48c43-d976-458a-9e3c-ee784572351d", + "esco_code": "2144.1.9", + "isco_group": "2144", + "onet_soc": "17-3027.00", + "crosswalk_match": "manual nearest via ISCO 2144 (Mechanical Engineering Technologists and Technicians)" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 0, + "dwas": 0, + "skills_essential": 24, + "skills_optional": 18, + "software": 0 + }, + "enrichment_ai_skills": { + "generated": "2026-07-14", + "method": "deterministic mapping (ISCO prefix + title/competence keywords)", + "sources": { + "anthropics/skills": { + "repo": "https://github.com/anthropics/skills", + "commit": "f6656c1", + "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder", + "skills": 2 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 12 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 12 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 4 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 12 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 11 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 2 + }, + "wondelai/skills": { + "repo": "https://github.com/wondelai/skills", + "commit": "326b380", + "license": "MIT", + "skills": 1 + }, + "JimLiu/baoyu-design": { + "repo": "https://github.com/JimLiu/baoyu-design", + "commit": "222ccbf", + "license": "MIT", + "skills": 1 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 7 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 2 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 1 + }, + "nexscope-ai/eCommerce-Skills": { + "repo": "https://github.com/nexscope-ai/eCommerce-Skills", + "commit": "56f3288", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "aaron-he-zhu/aaron-marketing-skills": { + "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills", + "commit": "b7b0b9f", + "license": "Apache-2.0", + "skills": 2 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 1 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "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": 1 + }, + "OpenRaiser/NanoResearch": { + "repo": "https://github.com/OpenRaiser/NanoResearch", + "commit": "7144364", + "license": "MIT", + "skills": 1 + }, + "Orchestra-Research/AI-research-SKILLs": { + "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 1 + }, + "zechenzhangAGI/AI-research-SKILLs": { + "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 1 + }, + "fcakyon/claude-codex-settings": { + "repo": "https://github.com/fcakyon/claude-codex-settings", + "commit": "44b7c00", + "license": "Apache-2.0", + "skills": 1 + }, + "NeoLabHQ/context-engineering-kit": { + "repo": "https://github.com/NeoLabHQ/context-engineering-kit", + "commit": "e61511b", + "license": "GPL", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 43, + "onet": 102, + "jobads": 51, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 147, + "stackx": 0 + }, + "share_percent": { + "esco": 12.4, + "onet": 29.3, + "jobads": 14.7, + "wiki_ai": 0.0, + "anthropic": 1.4, + "ai_skills": 42.2, + "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..4a90160 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,290 @@ +# External AI agent skills — industrial-tool-design-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 | +|---|---|---|---| +| `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) | +| `regression-analyzer` | core | Skill for comprehensive regression analysis and modeling | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/regression-analyzer) | +| `planning-patterns` | core | Structured planning methodology with research, brainstorming, phased plan creation, risk assessment, and plan-to-build continuity. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/cc10x/skills/planning-patterns) | +| `replication-feasibility-assessor` | core | Skill for assessing feasibility of study replication | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/replication-feasibility-assessor) | + +## Source: aaron-he-zhu/aaron-marketing-skills + +- Repository: [https://github.com/aaron-he-zhu/aaron-marketing-skills](https://github.com/aaron-he-zhu/aaron-marketing-skills) (commit `b7b0b9f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-management` | core | Use when the user asks to "remember project context", review saved findings, initialize runtime memory, archive stale work, reconcile notes, or erase a subject; manages authorized HOT/WARM/COLD working memory across all disciplines while … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/protocol/memory-management) | +| `geo-content-optimizer` | core | Use when the user asks to "optimize for AI citations"; improves citation readiness for ChatGPT, Perplexity, AI Overviews, Gemini, and Claude. Not for structural on-page SEO — use on-page-seo-auditor; not for net-new drafting — use … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/seo-geo/build/geo-content-optimizer) | + +## 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 | +|---|---|---|---| +| `senior-data-scientist` | core | World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and predictive analytics. Covers A/B testing (sample sizing, two-proportion z-tests, Bonferroni correction), … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/skills/senior-data-scientist) | + +## 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 | +|---|---|---|---| +| `universal-ma-codebook` | core | Universal Meta-Analysis Codebook v2.2 - AI-Human collaboration for meta-analysis data extraction. 4-layer design: Identifiers, Statistics, AI Provenance, Human Verification. Integrates with C5/C6/C7 agents and Category I systematic review … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/universal-ma-codebook) | +| `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) | +| `identify` | core | Design or review identification strategy for the sewage-house-prices project. Produces strategy memos with estimand, assumptions, pseudo-code, robustness plan, falsification tests, and referee objection anticipation. This skill should be … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/41-sticerd-eee-sewage-econometrics-check/skills/identify) | +| `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) | +| `paper-review-skills` | core | 8 peer review skills. Trigger: reviewing manuscripts, comparing papers, quality assessment. Design: systematic review criteria, evaluation rubrics, and automated review tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review) | +| `g2` | core | Publication Specialist - Writing, Review, Pre-registration & Quality Assurance Light VS applied: Avoids template-based writing + audience-specific message design Absorbed G3 (Peer Review Strategist), G4 (Pre-registration Composer), F1-F3 … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/g2) | +| `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) | +| `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) | +| `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) | +| `ml-paper-writing` | core | Write publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/07-Orchestra-Research-AI-Research-SKILLs/ml-paper-writing) | +| `modeling-strategy-guide` | core | Strategic statistical modeling, experimentation, and causal inference | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics/modeling-strategy-guide) | + +## 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) | +| `scientific-critical-thinking` | core | Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB), for critical analysis of scientific claims. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-critical-thinking) | +| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/latex-posters) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-slides) | +| `peer-review` | core | Systematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for manuscript and grant review across disciplines. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/peer-review) | +| `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) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) | +| `scvi-tools` | core | This skill should be used when working with single-cell omics data analysis using scvi-tools, including scRNA-seq, scATAC-seq, CITE-seq, spatial transcriptomics, and other single-cell modalities. Use this skill for probabilistic modeling, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scvi-tools) | +| `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) | +| `scikit-survival` | core | Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scikit-survival) | +| `statsmodels` | core | Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and econometric analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/statsmodels) | +| `qutip` | core | Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum states (kets, bras, density matrices), (2) quantum operators and gates, (3) time evolution and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/qutip) | + +## Source: fcakyon/claude-codex-settings + +- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `paper-search-usage` | core | This skill should be used when user asks to "search for papers", "find research papers", "search arXiv", "search PubMed", "find academic papers", "search IEEE", "search Scopus", or "look up scientific literature". | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/paper-search-tools/skills/paper-search-usage) | + +## Source: foryourhealth111-pixel/Vibe-Skills + +- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) | +| `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) | +| `statsmodels` | core | Statistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and econometric analysis. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/statsmodels) | +| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) | +| `perplexity-search` | core | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/perplexity-search) | +| `scientific-brainstorming` | core | Open-ended scientific ideation partner. Use for research gaps, mechanism exploration, interdisciplinary connections, assumptions, possible research directions, and lightweight literature matrix or A+B paper-combination idea mapping. For … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-brainstorming) | + +## 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 | +|---|---|---|---| +| `presentation-deck` | core | Structure compelling design presentations for stakeholders, reviews, and showcases. | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/presentation-deck) | + +## 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 | +|---|---|---|---| +| `granola-common-errors` | core | Troubleshoot common Granola errors \u2014 audio capture failures, transcription\ \ issues,\ncalendar sync problems, and integration errors. Platform-specific fixes\ \ for macOS and Windows.\nTrigger: \"granola error\", \"granola not … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/granola-pack/skills/granola-common-errors) | + +## 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) | +| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/cirq) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-slides) | +| `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) | +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) | +| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-writing) | +| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/venue-templates) | +| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/autoskill) | +| `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) | +| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/research-lookup) | +| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-brainstorming) | + +## 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) | +| `cirq` | core | Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/cirq) | +| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-slides) | +| `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) | +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) | +| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-writing) | +| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/venue-templates) | +| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/autoskill) | +| `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) | +| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/research-lookup) | +| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-brainstorming) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) | +| `conducting-cyber-risk-assessment-with-nist-800-30` | core | Conduct a defensible cybersecurity risk assessment using the NIST SP 800-30 Rev 1 methodology: prepare scope and a risk model, identify threat sources and threat events, identify vulnerabilities and predisposing conditions, determine … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-cyber-risk-assessment-with-nist-800-30) | + +## 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 | +|---|---|---|---| +| `plan-do-check-act` | core | Iterative PDCA cycle for systematic experimentation and continuous improvement | [source](https://github.com/NeoLabHQ/context-engineering-kit/tree/e61511b/plugins/kaizen/skills/plan-do-check-act) | + +## Source: nexscope-ai/eCommerce-Skills + +- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `price-optimization-tool` | core | Evaluate ecommerce price candidates using unit economics, historical observations, elasticity analysis, scenario modeling, and controlled experiments. Use when a seller asks what price to test, how price changes could affect contribution … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/price-optimization-tool) | + +## Source: 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 | +|---|---|---|---| +| `docx` | core | Create, edit, and analyze Word documents with tracked changes, comments, and formatting. Useful for design briefs, copy docs, and review-ready deliverables. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/docx) | +| `ai-music-album` | core | Full-lifecycle AI music album production — concept, lyric drafting, track sequencing, and export. Useful for indie album experiments and brand soundtracks. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/ai-music-album) | + +## Source: OpenRaiser/NanoResearch + +- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ml-paper-writing` | core | Write publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready … | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/ml-paper-writing) | + +## Source: Orchestra-Research/AI-research-SKILLs + +- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ml-paper-writing` | core | Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. For systems venues (OSDI, NSDI, … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/ml-paper-writing) | + +## Source: ruvnet/claude-code-flow + +- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `sparc-spec` | core | Run the SPARC Specification phase — gather requirements, define acceptance criteria, identify constraints, and store the spec in memory | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/plugins/ruflo-sparc/skills/sparc-spec) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `sparc-spec` | core | Run the SPARC Specification phase — gather requirements, define acceptance criteria, identify constraints, and store the spec in memory | [source](https://github.com/ruvnet/ruflo/tree/73914bd/plugins/ruflo-sparc/skills/sparc-spec) | + +## 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 | +|---|---|---|---| +| `steve-jobs-design-review` | core | Review designs, products, and features with Steve Jobs'' standards: ruthless simplicity, focus, and end-to-end excellence. Use when the user mentions "Steve Jobs review", "design review", "product review", "what would Steve do", "insanely … | [source](https://github.com/wondelai/skills/tree/326b380/steve-jobs-design-review) | + +## Source: zebbern/claude-code-guide + +- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) | + +## Source: zechenzhangAGI/AI-research-SKILLs + +- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ml-paper-writing` | core | Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. For systems venues (OSDI, NSDI, … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/ml-paper-writing) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..b188d0b --- /dev/null +++ b/references/market.md @@ -0,0 +1,92 @@ +# Market evidence report — industrial-tool-design-engineer + +Source: **22 real job ads** (JSearch API, countries: us 21, gb 1), extracted into the MSSQL evidence store; as of 2026-07-14. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 18 | 82 % | +| junior | 2 | 9 % | +| n/a | 1 | 5 % | +| senior | 1 | 5 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | solidworks | 8 | 36 % | +| 2 | AutoCAD | 3 | 14 % | +| 3 | Siemens NX | 3 | 14 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | tool design | 10 | 45 % | +| 2 | tooling design | 9 | 41 % | +| 3 | 3d modeling | 6 | 27 % | +| 4 | fixture design | 4 | 18 % | +| 5 | mechanical design | 4 | 18 % | +| 6 | 2d drafting | 3 | 14 % | +| 7 | die design | 3 | 14 % | +| 8 | structural analysis | 3 | 14 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | drawing creation | 4 | 18 % | +| 2 | tooling design | 3 | 14 % | + +## Regional breakdown + +> **Corpus note:** 22 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +**Insufficient evidence** — 21 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### UK (gb) + +**Insufficient evidence** — 1 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### EU/DACH (de, at, ch, nl) + +**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + + +## Job title variants in the market + +| Title | Ads | +|---|---| +| Tooling Design Engineer | 2 | +| Aerospace Tool Design Engineer - 6 Month Position | 1 | +| Aerospace Tool Designer (Hiring Immediately) | 1 | +| Aerospace Tooling Design Engineer | 1 | +| Assoc, Tool Design Engineer (Camden, AR) | 1 | +| Associate Engineer - Tooling & Design | 1 | +| Design Engineer | 1 | +| Die Designer | 1 | +| Industrial Tooling & Manufacturing Engineer at MSA Safety Cranberry, PA | 1 | +| Injection Mold Design Engineer at Penn United Cabot, PA | 1 | +| Manufacturing Engineer Lean Process & Tool Design | 1 | +| Mechanical Design Engineer – Wet Processing Wafer Tools | 1 | +| Senior Mechanical Design Engineer: Tooling & Production | 1 | +| Specialist, Manufacturing Engineer (Tool Design Engineer) at L3Harris Technologies Orange, VA | 1 | +| Tool & Die Design Engineer — Micro Stampings | 1 | +| Tool Design Engineer | 1 | +| Tool Design Engineer 21 | 1 | +| Tool Design Engineer II/Senior | 1 | +| Tool Design Engineer: Custom Cutting Tools | 1 | +| Tool Designer | 1 | +| Tooling Mechanical Designer-Kulpsville,Pennsylvania | 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..21341e7 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,38 @@ +# Occupation profile — industrial tool design engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/8bc48c43-d976-458a-9e3c-ee784572351d +- **ESCO code:** 2144.1.9 +- **ISCO-08 group:** 2144 — Mechanical engineers + +## Description (ESCO) + +Industrial tool design engineers design various industrial tools in accordance with customer needs, manufacturing requirements, and building specifications. They test the designs, look for solutions to any problems, and oversee production. + +## Definition + +nan + +## Alternative labels + +- industrial tool technology engineering adviser +- industrial tool designer +- industrial tool technology engineering specialist +- industrial tool engineer +- industrial tool test engineer +- industrial tool engineering expert +- industrial tool technology engineering consultant +- industrial tool technology engineer +- industrial tool production supervisor +- industrial tool engineering specialist +- tool design engineer +- industrial tool developer +- industrial tool graphic designer +- industrial tool engineering consultant +- industrial tool production specialist engineer +- industrial tool design producer +- industrial tool design quality control supervisor +- industrial tool production designer +- industrial tool technology engineering expert +- industrial tool engineering adviser +- industrial tool development engineer +- industrial tool design developer diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..81e9260 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,71 @@ +# Competences — industrial tool design engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/8bc48c43-d976-458a-9e3c-ee784572351d). + +## Essential + +- **adjust engineering designs** (skill/competence) +- **approve engineering design** (skill/competence) +- **CAD software** (knowledge) +- **create solutions to problems** (skill/competence) +- **define part requirements** (skill/competence) +- **design drawings** (knowledge) +- **design prototypes** (skill/competence) +- **execute feasibility study** (skill/competence) +- **identify customer's needs** (skill/competence) +- **industrial engineering** (knowledge) +- **industrial tools** (knowledge) +- **inspect industrial equipment** (skill/competence) +- **manufacturing processes** (knowledge) +- **mathematics** (knowledge) +- **mechanical engineering** (knowledge) +- **mechanics** (knowledge) +- **perform scientific research** (skill/competence) +- **production processes** (knowledge) +- **read engineering drawings** (skill/competence) +- **technical drawings** (knowledge) +- **troubleshoot** (skill/competence) +- **use CAD software** (skill/competence) +- **use specialised design software** (skill/competence) +- **use technical drawing software** (skill/competence) + +## Optional + +- 3D modelling (knowledge) +- advise on machinery malfunctions (skill/competence) +- advise on safety improvements (skill/competence) +- build a product's physical model (skill/competence) +- create a product's virtual model (skill/competence) +- determine production capacity (skill/competence) +- determine production feasibility (skill/competence) +- engineering principles (knowledge) +- engineering processes (knowledge) +- estimate duration of work (skill/competence) +- maintain industrial equipment (skill/competence) +- manage supplies (skill/competence) +- material mechanics (knowledge) +- monitor production developments (skill/competence) +- plan manufacturing processes (skill/competence) +- provide cost benefit analysis reports (skill/competence) +- reverse engineering (knowledge) +- use computer-aided engineering systems (skill/competence) + + + +## Market evidence (job-ad analysis, 22 ads, as of 2026-07-14) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- tool design — **45 %** +- tooling design — **41 %** +- 3d modeling — **27 %** +- fixture design — **18 %** +- mechanical design — **18 %** + +### Responsibilities + +- drawing creation — **18 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..0a4b6c4 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,66 @@ +# Tasks & work activities — industrial tool design engineer + +Source: O*NET 30.3, occupation 17-3027.00 (Mechanical Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 2144; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Supplemental]** Prepare parts sketches and write work orders and purchase requests to be furnished by outside contractors. +- **[Core]** Draft detail drawing or sketch for drafting room completion or to request parts fabrication by machine, sheet or wood shops. +- **[Core]** Review project instructions and blueprints to ascertain test specifications, procedures, and objectives, and test nature of technical problems such as redesign. +- **[Core]** Review project instructions and specifications to identify, modify and plan requirements fabrication, assembly and testing. +- **[Core]** Set up and conduct tests of complete units and components under operational conditions to investigate proposals for improving equipment performance. +- **[Core]** Analyze test results in relation to design or rated specifications and test objectives, and modify or adjust equipment to meet specifications. +- **[Supplemental]** Evaluate tool drawing designs by measuring drawing dimensions and comparing with original specifications for form and function using engineering skills. +- **[Core]** Calculate required capacities for equipment of proposed system to obtain specified performance and submit data to engineering personnel for approval. +- **[Core]** Record test procedures and results, numerical and graphical data, and recommendations for changes in product or test methods. +- **[Core]** Read dials and meters to determine amperage, voltage, electrical output and input at specific operating temperature to analyze parts performance. +- **[Supplemental]** Estimate cost factors including labor and material for purchased and fabricated parts and costs for assembly, testing, or installing. +- **[Supplemental]** Set up prototype and test apparatus and operate test controlling equipment to observe and record prototype test results. +- **[Supplemental]** Analyze energy requirements and distribution systems to maximize the use of intermittent or inflexible renewable energy sources, such as wind or nuclear. +- **[nan]** Analyze or estimate production costs, such as labor, equipment, and plant space. +- **[Core]** Assemble or disassemble complex mechanical systems. +- **[Core]** Assist engineers to design, develop, test, or manufacture industrial machinery, consumer products, or other equipment. +- **[Supplemental]** Assist mechanical engineers in product testing through activities such as setting up instrumentation for automobile crash tests. +- **[Core]** Conduct failure analyses, document results, and recommend corrective actions. +- **[Supplemental]** Conduct statistical studies to analyze or compare production costs for sustainable and nonsustainable designs. +- **[Core]** Design molds, tools, dies, jigs, or fixtures for use in manufacturing processes. +- **[Core]** Design specialized or customized equipment, machines, or structures. +- **[nan]** Devise, fabricate, or assemble new or modified mechanical components for products such as industrial machinery or equipment, and measuring instruments. +- **[nan]** Discuss changes in design, method of manufacture and assembly, or drafting techniques and procedures with staff and coordinate corrections. +- **[Core]** Interpret engineering sketches, specifications, or drawings. +- **[Core]** Prepare equipment inspection schedules, reliability schedules, work plans, or other records. +- **[Core]** Prepare layouts of machinery, tools, plants, or equipment. +- **[Core]** Prepare specifications, designs, or sketches for machines, components, or systems related to the generation, transmission, or use of mechanical or fluid energy. +- **[Core]** Provide technical support to other employees regarding mechanical design, fabrication, testing, or documentation. +- **[Core]** Test machines, components, materials, or products to determine characteristics such as performance, strength, or response to stress. +- **[nan]** Monitor, inspect, or test mechanical equipment. + +## Detailed work activities + +- Analyze costs and benefits of proposed designs or projects. +- Analyze green technology design requirements. +- Analyze test or validation data. +- Assemble equipment or components. +- Assemble mechanical components or machine parts. +- Assist engineers or scientists with research. +- Collaborate with others to develop or refine designs. +- Conduct quantitative failure analyses of operational data. +- Create graphical representations of industrial production systems. +- Create graphical representations of mechanical equipment. +- Design industrial equipment. +- Document design or operational test results. +- Document technical design details. +- Estimate operational costs. +- Estimate technical or resource requirements for development or production projects. +- Evaluate designs or specifications to ensure quality. +- Explain engineering drawings, specifications, or other technical information. +- Fabricate devices or components. +- Monitor the productivity or efficiency of industrial operations. +- Prepare contracts, disclosures, or applications. +- Provide technical guidance to other personnel. +- Recommend technical design or process changes to improve efficiency, quality, or performance. +- Review technical documents to plan work. +- Schedule operational activities. +- Test characteristics of materials or structures. +- Test performance of electrical, electronic, mechanical, or integrated systems or equipment. +- Test products for functionality or quality. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..5d4cb94 --- /dev/null +++ b/references/tools.md @@ -0,0 +1,62 @@ +# Tools & technology — industrial tool design engineer + +Source: O*NET 30.3, occupation 17-3027.00 (Mechanical Engineering Technologists and Technicians) — manual nearest-occupation mapping via ISCO group 2144; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Autodesk Revit | Computer aided design CAD software | yes | +| Bentley MicroStation | Computer aided design CAD software | yes | +| C++ | Object or component oriented development software | yes | +| Dassault Systemes SolidWorks | Computer aided design CAD software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Project | Project management software | yes | +| Microsoft SharePoint | Document management software | yes | +| Microsoft Visual Basic | Development environment software | yes | +| Microsoft Word | Word processing software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Ansys Fluent | Analytical or scientific software | | +| ANSYS Mechanical | Analytical or scientific software | | +| ANSYS simulation software | Analytical or scientific software | | +| Autodesk AutoCAD Mechanical | Computer aided design CAD software | | +| Autodesk Inventor | Computer aided design CAD software | | +| CNC Mastercam | Computer aided manufacturing CAM software | | +| Computerized numerical control CNC programming software | Industrial control software | | +| Corel WordPerfect Office Suite | Office suite software | | +| Dassault Systemes CATIA | Computer aided design CAD software | | +| Data acquisition software | Analytical or scientific software | | +| Finite element method FEM software | Analytical or scientific software | | +| IBM CATIA | Computer aided design CAD software | | +| Intellisense Intellisuite | Analytical or scientific software | | +| Mathsoft Mathcad | Computer aided design CAD software | | +| MSC Software Adams | Analytical or scientific software | | +| National Instruments LabVIEW | Development environment software | | +| ProModel | Process mapping and design software | | +| PTC Creo Parametric | Computer aided design CAD software | | +| PTC Pro/ENGINEER Mechanica | Computer aided design CAD software | | +| Robotic control software | Industrial control software | | +| Soft Servo Systems LadderWorks PLC | Industrial control software | | +| Spectral Dynamics Star Acoustics | Analytical or scientific software | | +| Spectral Dynamics Star Modal | Analytical or scientific software | | +| Stereolithography SLA rapid prototyping systems | Computer aided manufacturing CAM software | | +| TekSoft CAMWorks | Computer aided manufacturing CAM software | | +| Three-dimensional 3D solid modeling software | Computer aided manufacturing CAM software | | +| Web browser software | Internet browser software | | +| Wolfram Research Mathematica | Analytical or scientific software | | + + + +## Market evidence (job-ad analysis, 22 ads, as of 2026-07-14) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- solidworks — **36 %** + +