commit 7c50a47a80731c0b75c11d769c288d6d5cddfb7a Author: skillfactor-pipeline Date: Fri Aug 14 16:53:11 2026 +0200 feat: rolling-stock-engineer skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..c86a823 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — rolling-stock-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 — rolling-stock-engineer + "ESCO (occupation & competences)" : 43 + "O*NET (tasks & tools)" : 102 + "Job boards (market evidence)" : 69 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 147 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 43 | 11.7 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 102 | 27.9 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 69 | 18.9 % | references/market.md (full report) + "Market evidence" headline sections | +| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ | +| Anthropic official Claude skills | 5 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 147 | 40.2 % | 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..89e4954 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,53 @@ +--- +name: rolling-stock-engineer +description: "Occupational skill for the role 'rolling stock engineer' (also: locomotive engineer, rolling stock engineering consultant, carriage designer, multiple unit engineer, rail vehicle designer, wagon designer). Use when the user asks for typical rolling stock engineer work such as: typical rolling stock engineer responsibilities" +--- + +# Rolling Stock Engineer + +Rolling stock engineers design and oversee the manufacturing process and installation of rail vehicles, including locomotives, carriages, wagons and multiple units. They design new trains and electrical or mechanical parts, supervise modifications and resolve technical problems. They also supervise routine maintenance duties to ensure that trains are in good condition and meet quality and safety standards. + +## 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 +- analyse production processes for improvement +- approve engineering design +- assess financial viability +- control compliance of railway vehicles regulations +- control production +- design wayside signalling interlockings +- engineering principles +- engineering processes +- execute feasibility study +- industrial engineering +- manufacturing processes +- perform scientific research +- production processes +- quality standards + +## 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/7c2fbf7d-b934-4f62-8167-0ed90fb2a16f), 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..df9dc06 --- /dev/null +++ b/manifest.json @@ -0,0 +1,214 @@ +{ + "name": "rolling-stock-engineer", + "title": "rolling stock engineer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/7c2fbf7d-b934-4f62-8167-0ed90fb2a16f", + "esco_code": "2144.1.19", + "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": 17, + "skills_optional": 25, + "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 + }, + "code-yeongyu/oh-my-openagent": { + "repo": "https://github.com/code-yeongyu/oh-my-openagent", + "commit": "b19f652", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 11 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 11 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 12 + }, + "bitwize-music-studio/claude-ai-music-skills": { + "repo": "https://github.com/bitwize-music-studio/claude-ai-music-skills", + "commit": "96446de", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 11 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 7 + }, + "wondelai/skills": { + "repo": "https://github.com/wondelai/skills", + "commit": "326b380", + "license": "MIT", + "skills": 1 + }, + "glittercowboy/taches-cc-resources": { + "repo": "https://github.com/glittercowboy/taches-cc-resources", + "commit": "1757615", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 1 + }, + "vibeeval/vibecosystem": { + "repo": "https://github.com/vibeeval/vibecosystem", + "commit": "cea9462", + "license": "MIT", + "skills": 2 + }, + "giuseppe-trisciuoglio/developer-kit": { + "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit", + "commit": "306f428", + "license": "MIT", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "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 + }, + "nWave-ai/nWave": { + "repo": "https://github.com/nWave-ai/nWave", + "commit": "1d0f13c", + "license": "MIT", + "skills": 2 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 2 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "fcakyon/claude-codex-settings": { + "repo": "https://github.com/fcakyon/claude-codex-settings", + "commit": "44b7c00", + "license": "Apache-2.0", + "skills": 1 + }, + "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": 5 + }, + "eduardo-sl/go-agent-skills": { + "repo": "https://github.com/eduardo-sl/go-agent-skills", + "commit": "3c45d7f", + "license": "MIT", + "skills": 1 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 76, + "adjacent": 4 + } + }, + "provenance": { + "items": { + "esco": 43, + "onet": 102, + "jobads": 69, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 147, + "stackx": 0 + }, + "share_percent": { + "esco": 11.7, + "onet": 27.9, + "jobads": 18.9, + "wiki_ai": 0.0, + "anthropic": 1.4, + "ai_skills": 40.2, + "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..02e1264 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,290 @@ +# External AI agent skills — rolling-stock-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 | +|---|---|---|---| +| `spec-driven-development` | core | Specification creation and management for the Pilot Shell methodology. Covers semantic search, clarifying questions, structured spec generation, and iterative refinement. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/pilot-shell/skills/spec-driven-development) | +| `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) | +| `domain-authority-auditor` | core | Use when auditing domain authority, trust, or citation credibility; runs a peer-relative 40-item CITE profile with evidence coverage and verified manipulation/penalty veto checks. Not for page-level content quality — use … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/seo-geo/monitor/domain-authority-auditor) | + +## Source: affaan-m/everything-claude-code + +- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `django-tdd` | core | Django testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/docs/ja-JP/skills/django-tdd) | + +## 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `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) | +| `review-julia` | core | Run the Julia code review protocol on Julia scripts. Checks code quality, type stability, parallel computing patterns, and scientific computing standards. Produces a report without editing files. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/14-luischanci-claude-code-research-starter/dot-claude/skills/review-julia) | +| `automated-review-guide` | core | AI-assisted peer review tools, workflows, and quality standards | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review/automated-review-guide) | +| `code-review-excellence` | core | This skill should be used when the user asks to review a diff or pull request, write review comments, audit code quality, establish review standards, or improve how a team performs code review. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/code-review-excellence) | +| `f5` | core | Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/f5) | +| `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) | +| `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) | + +## Source: code-yeongyu/oh-my-openagent + +- Repository: [https://github.com/code-yeongyu/oh-my-openagent](https://github.com/code-yeongyu/oh-my-openagent) (commit `b19f652`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `debugging` | core | MUST USE for any real runtime debugging across ANY language or binary — crashes, silent failures, wrong responses, stuck processes, memory leaks, async misbehavior, unexplained timing, reverse engineering. Runs a hypothesis-driven loop: … | [source](https://github.com/code-yeongyu/oh-my-openagent/tree/b19f652/packages/shared-skills/skills/debugging) | + +## Source: davila7/claude-code-templates + +- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `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) | +| `exploratory-data-analysis` | core | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/exploratory-data-analysis) | +| `scientific-brainstorming` | core | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-brainstorming) | +| `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) | +| `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) | +| `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/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/perplexity-search) | +| `research-engineer` | core | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/research-engineer) | + +## Source: eduardo-sl/go-agent-skills + +- Repository: [https://github.com/eduardo-sl/go-agent-skills](https://github.com/eduardo-sl/go-agent-skills) (commit `3c45d7f`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `go-troubleshooting` | core | Diagnose runtime problems in Go programs: panics and stack traces, deadlocks, goroutine leaks, memory leaks, OOM kills, race reports, and debugging with delve and pprof. Use when: "debug this panic", "read this stack trace", "deadlock", … | [source](https://github.com/eduardo-sl/go-agent-skills/tree/3c45d7f/skills/(safety)/go-troubleshooting) | + +## 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-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) | +| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) | +| `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) | +| `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) | +| `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) | +| `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: giuseppe-trisciuoglio/developer-kit + +- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) | + +## Source: glittercowboy/taches-cc-resources + +- Repository: [https://github.com/glittercowboy/taches-cc-resources](https://github.com/glittercowboy/taches-cc-resources) (commit `1757615`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `debug-like-expert` | core | Deep analysis debugging mode for complex issues. Activates methodical investigation protocol with evidence gathering, hypothesis testing, and rigorous verification. Use when standard troubleshooting fails or when issues require systematic … | [source](https://github.com/glittercowboy/taches-cc-resources/tree/1757615/skills/debug-like-expert) | + +## Source: 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 | +|---|---|---|---| +| `clickhouse-common-errors` | core | Diagnose and fix the top 15 ClickHouse errors \u2014 query failures,\ \ insert problems,\nmemory limits, and merge issues.\nUse when encountering ClickHouse\ \ exceptions, debugging failed queries,\nor troubleshooting server-side … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickhouse-pack/skills/clickhouse-common-errors) | +| `detecting-memory-leaks` | core | Detect potential memory leaks and analyze memory usage patterns in code. Use when troubleshooting performance issues related to memory growth or identifying leak sources. Trigger with phrases like "detect memory leaks", "analyze memory … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/memory-leak-detector/skills/detecting-memory-leaks) | +| `perplexity-advanced-troubleshooting` | core | Apply advanced debugging techniques for hard-to-diagnose Perplexity Sonar API issues. Use when standard troubleshooting fails, investigating inconsistent citations, or preparing evidence for support escalation. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/perplexity-pack/skills/perplexity-advanced-troubleshooting) | +| `replit-advanced-troubleshooting` | core | Debug hard Replit issues: container lifecycle, Nix build failures, deployment crashes, and memory leaks. Use when standard troubleshooting fails, investigating intermittent failures, or diagnosing complex Replit platform behavior. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/replit-pack/skills/replit-advanced-troubleshooting) | +| `running-chaos-tests` | adjacent | Execute chaos engineering experiments to test system resilience. Use when performing specialized testing. Trigger with phrases like "run chaos tests", "test resilience", or "inject failures". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/testing/chaos-engineering-toolkit/skills/running-chaos-tests) | + +## 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) | +| `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) | +| `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) | +| `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) | +| `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) | +| `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) | + +## 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) | +| `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) | +| `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) | +| `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) | +| `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) | +| `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) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) | + +## Source: 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) | + +## 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-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) | +| `nw-buddy` | core | nWave concierge — ask any question about methodology, project state, commands, migration, or troubleshooting. Read-only, contextual answers. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-buddy) | + +## 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-methodology` | core | SPARC development workflow: Specification, Pseudocode, Architecture, Refinement, Completion. A structured approach for complex implementations that ensures thorough planning before coding. Use when: new feature implementation, complex … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/sparc-methodology) | + +## 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-methodology` | core | SPARC development workflow: Specification, Pseudocode, Architecture, Refinement, Completion. A structured approach for complex implementations that ensures thorough planning before coding. Use when: new feature implementation, complex … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/sparc-methodology) | + +## 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: vibeeval/vibecosystem + +- Repository: [https://github.com/vibeeval/vibecosystem](https://github.com/vibeeval/vibecosystem) (commit `cea9462`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `django-tdd` | core | Django testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/django-tdd) | +| `chaos-engineering` | adjacent | Failure injection patterns, blast radius control, steady state hypothesis, and gameday planning for resilience testing. | [source](https://github.com/vibeeval/vibecosystem/tree/cea9462/skills/chaos-engineering) | + +## Source: 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) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..65a0ad8 --- /dev/null +++ b/references/market.md @@ -0,0 +1,68 @@ +# Market evidence report — rolling-stock-engineer + +Source: **7 real job ads** (JSearch API, countries: us 7), extracted into the MSSQL evidence store; as of 2026-07-19. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 4 | 57 % | +| senior | 3 | 43 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | air brake testing | 3 | 43 % | +| 2 | emergency response | 3 | 43 % | +| 3 | locomotive operation | 3 | 43 % | +| 4 | railroad operating rules compliance | 3 | 43 % | +| 5 | train movement coordination | 3 | 43 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | passenger transport | 3 | 43 % | +| 2 | safe train operation | 3 | 43 % | + +## Regional breakdown + +> **Corpus note:** 7 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** — 7 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 | +|---|---| +| Locomotive Engineer | 3 | +| LRT/Transit Vehicle Oversight Engineer (Rolling Stock) | 1 | +| Senior LRT Rolling Stock Oversight Engineer | 1 | +| Senior Rolling Stock Engineer - Rail Systems Lead | 1 | +| Shift Engineer, Rolling Stock & In-Service Diagnostics | 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..b7ad7b2 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,42 @@ +# Occupation profile — rolling stock engineer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/7c2fbf7d-b934-4f62-8167-0ed90fb2a16f +- **ESCO code:** 2144.1.19 +- **ISCO-08 group:** 2144 — Mechanical engineers + +## Description (ESCO) + +Rolling stock engineers design and oversee the manufacturing process and installation of rail vehicles, including locomotives, carriages, wagons and multiple units. They design new trains and electrical or mechanical parts, supervise modifications and resolve technical problems. They also supervise routine maintenance duties to ensure that trains are in good condition and meet quality and safety standards. + +## Definition + +nan + +## Alternative labels + +- locomotive engineer +- rolling stock engineering consultant +- carriage designer +- multiple unit engineer +- rail vehicle designer +- wagon designer +- wagon engineer +- rolling stock technology engineer +- rail vehicle engineer +- rolling stock engineering specialist +- rolling stock technology engineering specialist +- rolling stock engineering adviser +- railcar engineer +- rolling stock technology engineering adviser +- railway vehicle designer +- rolling stock technology engineering expert +- rolling stocks engineer +- multiple unit designer +- locomotive designer +- rolling stock engineering expert +- traction engineer +- railcar designer +- railway vehicle engineer +- rolling stock technology engineering consultant +- rolling stock designer +- carriage engineer diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..3edf64b --- /dev/null +++ b/references/skills.md @@ -0,0 +1,116 @@ +# Competences — rolling stock engineer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/7c2fbf7d-b934-4f62-8167-0ed90fb2a16f). + +## Essential + +- **adjust engineering designs** (skill/competence) +- **analyse production processes for improvement** (skill/competence) +- **approve engineering design** (skill/competence) +- **assess financial viability** (skill/competence) +- **control compliance of railway vehicles regulations** (skill/competence) +- **control production** (skill/competence) +- **design wayside signalling interlockings** (skill/competence) +- **engineering principles** (knowledge) +- **engineering processes** (knowledge) +- **execute feasibility study** (skill/competence) +- **industrial engineering** (knowledge) +- **manufacturing processes** (knowledge) +- **perform scientific research** (skill/competence) +- **production processes** (knowledge) +- **quality standards** (knowledge) +- **technical drawings** (knowledge) +- **use technical drawing software** (skill/competence) + +## Optional + +- apply advanced manufacturing (skill/competence) +- build a product's physical model (skill/competence) +- CAE software (knowledge) +- conduct performance tests (skill/competence) +- create a product's virtual model (skill/competence) +- design electromechanical systems (skill/competence) +- design principles (knowledge) +- design prototypes (skill/competence) +- develop test procedures (skill/competence) +- draft design specifications (skill/competence) +- electrical engineering (knowledge) +- electromechanics (knowledge) +- electronics (knowledge) +- ensure maintenance of railway machinery (skill/competence) +- ensure maintenance of trains (skill/competence) +- maintain electromechanical equipment (skill/competence) +- manage product testing (skill/competence) +- mechanical engineering (knowledge) +- mechanics of trains (knowledge) +- perform test run (skill/competence) +- precision mechanics (knowledge) +- record test data (skill/competence) +- safety engineering (knowledge) +- use CAD software (skill/competence) +- use CAM software (skill/competence) + + + +## Market evidence (job-ad analysis, 7 ads, as of 2026-07-19) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- air brake testing — **43 %** +- emergency response — **43 %** +- locomotive operation — **43 %** +- railroad operating rules compliance — **43 %** +- train movement coordination — **43 %** +- rail vehicle engineering — **29 %** +- contract management — **29 %** +- design review — **29 %** +- design oversight — **14 %** +- railway maintenance — **14 %** +- rolling stock overhaul — **14 %** +- rolling stock procurement — **14 %** +- fault resolution — **14 %** +- problem-solving — **14 %** +- project management — **14 %** +- quality assurance auditing — **14 %** +- technical oversight — **14 %** +- specification development — **14 %** +- troubleshooting — **14 %** +- vendor oversight — **14 %** +- testing procedures approval — **14 %** + +### Methods + +- witness point inspection — **14 %** +- site acceptance testing — **14 %** +- first article inspection — **14 %** +- factory acceptance testing — **14 %** + +### Responsibilities + +- passenger transport — **43 %** +- safe train operation — **43 %** +- safety adherence — **29 %** +- incident response — **29 %** +- equipment handling — **29 %** +- dispatch communication — **29 %** +- capital project management — **14 %** +- change order review — **14 %** +- compliance assurance — **14 %** +- factory inspections — **14 %** +- maintaining situational awareness — **14 %** +- manufacturing oversight — **14 %** +- adhering to regulations — **14 %** +- operational performance assurance — **14 %** +- pay request review — **14 %** +- schedule adherence — **14 %** +- record maintenance — **14 %** +- reporting incidents — **14 %** +- rolling stock maintenance — **14 %** +- technical oversight — **14 %** +- supplier performance monitoring — **14 %** +- technical excellence assurance — **14 %** +- technical issue resolution — **14 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..6f02dab --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,66 @@ +# Tasks & work activities — rolling stock 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..689392f --- /dev/null +++ b/references/tools.md @@ -0,0 +1,62 @@ +# Tools & technology — rolling stock 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, 7 ads, as of 2026-07-19) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Microsoft Office — **14 %** + +