From 10a4d88bd52251a0198482f64eb27804ce8a9f0f Mon Sep 17 00:00:00 2001 From: skillfactor-pipeline Date: Fri, 14 Aug 2026 17:36:30 +0200 Subject: [PATCH] feat: geographer skill package v0.1.0 --- PROVENANCE.md | 31 +++ SKILL.md | 61 ++++++ manifest.json | 280 ++++++++++++++++++++++++++ references/ai-skills.md | 378 ++++++++++++++++++++++++++++++++++++ references/berufsbild-de.md | 73 +++++++ references/market.md | 68 +++++++ references/profile.md | 25 +++ references/skills.md | 201 +++++++++++++++++++ references/tasks.md | 30 +++ references/tools.md | 84 ++++++++ 10 files changed, 1231 insertions(+) create mode 100644 PROVENANCE.md create mode 100644 SKILL.md create mode 100644 manifest.json create mode 100644 references/ai-skills.md create mode 100644 references/berufsbild-de.md create mode 100644 references/market.md create mode 100644 references/profile.md create mode 100644 references/skills.md create mode 100644 references/tasks.md create mode 100644 references/tools.md diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..523d59e --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — geographer + +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 — geographer + "ESCO (occupation & competences)" : 74 + "O*NET (tasks & tools)" : 67 + "Job boards (market evidence)" : 144 + "Anthropic official Claude skills" : 5 + "External AI skill packs (mapped)" : 180 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 74 | 15.7 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 67 | 14.3 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 144 | 30.6 % | 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 | 1.1 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 180 | 38.3 % | 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..1366dc4 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,61 @@ +--- +name: geographer +description: "Occupational skill for the role 'geographer' (also: economic geographer, geographers, biogeographer, cultural geographer, physical geographer, natural geographer). Use when the user asks for typical geographer work such as: Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales.; Write and present reports of research findings.; Develop, operate, and maintain geographical information computer systems, including hardware, software, plotters, digitizers, printers, and video cameras." +--- + +# Geographer + +Geographers are scholars who study human and physical geography. Depending on their specialisation, they study political, economical and cultural aspects of humanity contained within human geography. Moreover, they study land formations, soils, natural frontiers, and water flows contained in physical geography. + +## Core workflow + +1. Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales. +2. Write and present reports of research findings. +3. Develop, operate, and maintain geographical information computer systems, including hardware, software, plotters, digitizers, printers, and video cameras. +4. Locate and obtain existing geographic information databases. +5. Analyze geographic distributions of physical and cultural phenomena on local, regional, continental, or global scales. +6. Teach geography. +7. Gather and compile geographic data from sources such as censuses, field observations, satellite imagery, aerial photographs, and existing maps. +8. Conduct field work at outdoor sites. + +## 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) + +- apply for research funding +- apply research ethics and scientific integrity principles in research activities +- apply scientific methods +- apply statistical analysis techniques +- collect data using GPS +- communicate with a non-scientific audience +- conduct public surveys +- conduct research across disciplines +- cultural geography +- demonstrate disciplinary expertise +- develop professional network with researchers and scientists +- disseminate results to the scientific community +- draft scientific or academic papers and technical documentation +- evaluate research activities +- find trends in geographic data + +## Hot technologies + +- IBM SPSS Statistics +- SAS +- The MathWorks MATLAB +- Autodesk AutoCAD +- Structured query language SQL +- Microsoft Outlook +- ESRI ArcGIS software +- Adobe Photoshop +- Python +- R + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/bac64fa2-dcd6-47bb-8e5c-04e04a86a199), O*NET 30.3 (19-3092.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..a0ae786 --- /dev/null +++ b/manifest.json @@ -0,0 +1,280 @@ +{ + "name": "geographer", + "title": "geographer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/bac64fa2-dcd6-47bb-8e5c-04e04a86a199", + "esco_code": "2632.5", + "isco_group": "2632", + "onet_soc": "19-3092.00", + "crosswalk_match": "exactMatch" + }, + "sources": [ + { + "name": "ESCO", + "version": "1.2.1", + "url": "https://esco.ec.europa.eu/" + }, + { + "name": "O*NET", + "version": "30.3", + "url": "https://www.onetcenter.org/", + "license": "CC BY 4.0" + } + ], + "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download", + "counts": { + "tasks": 12, + "dwas": 9, + "skills_essential": 41, + "skills_optional": 32, + "software": 45 + }, + "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": 2 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 2 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 4 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 2 + }, + "sanjay3290/ai-skills": { + "repo": "https://github.com/sanjay3290/ai-skills", + "commit": "3619692", + "license": "Apache-2.0", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 2 + }, + "claude-world/director-mode-lite": { + "repo": "https://github.com/claude-world/director-mode-lite", + "commit": "9d0c333", + "license": "MIT", + "skills": 1 + }, + "open-gitagent/opengap": { + "repo": "https://github.com/open-gitagent/opengap", + "commit": "d7a8e2e", + "license": "MIT", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 4 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "license": "MIT", + "skills": 1 + }, + "BrianRWagner/ai-marketing-skills": { + "repo": "https://github.com/BrianRWagner/ai-marketing-skills", + "commit": "f36b34f", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "BrianRWagner/ai-marketing-claude-code-skills": { + "repo": "https://github.com/BrianRWagner/ai-marketing-claude-code-skills", + "commit": "f36b34f", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 8 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 1 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 1 + }, + "davepoon/buildwithclaude": { + "repo": "https://github.com/davepoon/buildwithclaude", + "commit": "3c94e0c", + "license": "MIT", + "skills": 3 + }, + "snyk/agent-scan": { + "repo": "https://github.com/snyk/agent-scan", + "commit": "f3a4621", + "license": "Apache-2.0", + "skills": 3 + }, + "ThinkInAIXYZ/deepchat": { + "repo": "https://github.com/ThinkInAIXYZ/deepchat", + "commit": "f275c92", + "license": "Apache-2.0", + "skills": 3 + }, + "basicmachines-co/basic-memory": { + "repo": "https://github.com/basicmachines-co/basic-memory", + "commit": "53da71c", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "hypnguyen1209/offensive-claude": { + "repo": "https://github.com/hypnguyen1209/offensive-claude", + "commit": "4d62be7", + "license": "MIT", + "skills": 2 + }, + "ljagiello/ctf-skills": { + "repo": "https://github.com/ljagiello/ctf-skills", + "commit": "d19f35f", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 6 + }, + "ComPDFKit/compdf-skills": { + "repo": "https://github.com/ComPDFKit/compdf-skills", + "commit": "b77153e", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "OpenSenseNova/SenseNova-Skills": { + "repo": "https://github.com/OpenSenseNova/SenseNova-Skills", + "commit": "d8bb438", + "license": "MIT", + "skills": 12 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 4 + }, + "aaron-he-zhu/aaron-marketing-skills": { + "repo": "https://github.com/aaron-he-zhu/aaron-marketing-skills", + "commit": "b7b0b9f", + "license": "Apache-2.0", + "skills": 1 + }, + "ahacker-1/cre-agent-skills": { + "repo": "https://github.com/ahacker-1/cre-agent-skills", + "commit": "618734e", + "license": "Apache-2.0", + "skills": 2 + }, + "gooseworks-ai/goose-skills": { + "repo": "https://github.com/gooseworks-ai/goose-skills", + "commit": "94ec916", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 1 + }, + "silverstein/minutes": { + "repo": "https://github.com/silverstein/minutes", + "commit": "3fb2e83", + "license": "MIT", + "skills": 1 + }, + "alinaqi/claude-bootstrap": { + "repo": "https://github.com/alinaqi/claude-bootstrap", + "commit": "f61ec87", + "license": "MIT", + "skills": 1 + }, + "samber/cc-skills-golang": { + "repo": "https://github.com/samber/cc-skills-golang", + "commit": "4881c01", + "license": "MIT", + "skills": 1 + }, + "glacierphonk/naming": { + "repo": "https://github.com/glacierphonk/naming", + "commit": "e7af8a5", + "license": "MIT", + "skills": 1 + }, + "billy-enrizky/openbrowser-ai": { + "repo": "https://github.com/billy-enrizky/openbrowser-ai", + "commit": "168d43e", + "license": "MIT", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 78, + "adjacent": 2 + } + }, + "provenance": { + "items": { + "esco": 74, + "onet": 67, + "jobads": 144, + "wiki_ai": 0, + "anthropic": 5, + "ai_skills": 180, + "stackx": 0 + }, + "share_percent": { + "esco": 15.7, + "onet": 14.3, + "jobads": 30.6, + "wiki_ai": 0.0, + "anthropic": 1.1, + "ai_skills": 38.3, + "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..b15b0bf --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,378 @@ +# External AI agent skills — geographer + +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 | +|---|---|---|---| +| `memlab-analysis` | core | Expert skill for JavaScript memory leak detection using Facebook MemLab. Configure MemLab scenarios, execute memory leak detection runs, analyze heap snapshots, identify detached DOM elements, find event listener leaks, and integrate with … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/performance-optimization/skills/memlab-analysis) | +| `memory-leak-detector` | core | Detect memory leaks in desktop applications through heap analysis and object tracking | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/desktop-development/skills/memory-leak-detector) | +| `pandas-dataframe-analyzer` | core | Automated DataFrame analysis skill for statistical summaries, missing value detection, data type inference, and memory optimization recommendations. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/pandas-dataframe-analyzer) | +| `vulkan-compute` | core | Vulkan compute shader development and pipeline configuration. Generate GLSL/HLSL compute shaders, compile to SPIR-V, configure compute pipelines, manage descriptor sets and resource bindings, implement memory barriers and synchronization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/vulkan-compute) | +| `gpu-memory-analysis` | core | Specialized skill for GPU memory hierarchy analysis and optimization. Analyze memory access patterns, detect bank conflicts, optimize cache utilization, profile global memory bandwidth, and generate optimized memory access code patterns. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/gpu-programming/skills/gpu-memory-analysis) | +| `memory-analysis` | core | Embedded memory analysis, optimization, and leak detection | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/memory-analysis) | + +## 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 | +|---|---|---|---| +| `content-gap-analysis` | core | Use when the user asks to "find content gaps", "竞品写了什么", or "还应该写什么"; builds a competitor-relative coverage map of missing topics, keyword gaps, and editorial-calendar opportunities. Not for raw keyword demand discovery — use … | [source](https://github.com/aaron-he-zhu/aaron-marketing-skills/tree/b7b0b9f/seo-geo/research/content-gap-analysis) | + +## Source: ahacker-1/cre-agent-skills + +- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cre-underwriting` | core | CRE Underwriting analysis suite — 3 specialist skills for building pro formas, running sensitivity scenarios, and writing investment committee memos for multifamily acquisitions. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-underwriting) | +| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) | + +## Source: alinaqi/claude-bootstrap + +- Repository: [https://github.com/alinaqi/claude-bootstrap](https://github.com/alinaqi/claude-bootstrap) (commit `f61ec87`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `code-graph` | core | AST-based code graph for fast symbol lookup, dependency analysis, and blast radius via codebase-memory-mcp MCP server | [source](https://github.com/alinaqi/claude-bootstrap/tree/f61ec87/skills/code-graph) | + +## Source: basicmachines-co/basic-memory + +- Repository: [https://github.com/basicmachines-co/basic-memory](https://github.com/basicmachines-co/basic-memory) (commit `53da71c`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `memory-literary-analysis` | core | Analyze a complete literary work into a structured Basic Memory knowledge graph. Covers schema design, entity seeding, chapter-by-chapter processing, cross-referencing, validation, and visualization. | [source](https://github.com/basicmachines-co/basic-memory/tree/53da71c/skills/memory-literary-analysis) | + +## Source: billy-enrizky/openbrowser-ai + +- Repository: [https://github.com/billy-enrizky/openbrowser-ai](https://github.com/billy-enrizky/openbrowser-ai) (commit `168d43e`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `page-analysis` | core | Analyze web page content, structure, and layout to understand what a page contains and how it is organized. Trigger when the user asks to: analyze a page, understand page structure, inspect a website, summarize page content, examine page … | [source](https://github.com/billy-enrizky/openbrowser-ai/tree/168d43e/plugin/skills/page-analysis) | + +## Source: BrianRWagner/ai-marketing-claude-code-skills + +- Repository: [https://github.com/BrianRWagner/ai-marketing-claude-code-skills](https://github.com/BrianRWagner/ai-marketing-claude-code-skills) (commit `f36b34f`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `last30days` | core | Research any topic across Reddit, X, and web from the last 30 days. Get current trends, real community sentiment, and actionable insights in 7 minutes vs 2 hours manual research. | [source](https://github.com/BrianRWagner/ai-marketing-claude-code-skills/tree/f36b34f/last30days) | + +## Source: BrianRWagner/ai-marketing-skills + +- Repository: [https://github.com/BrianRWagner/ai-marketing-skills](https://github.com/BrianRWagner/ai-marketing-skills) (commit `f36b34f`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `last30days` | core | Research any topic across Reddit, X, and web from the last 30 days. Get current trends, real community sentiment, and actionable insights in 7 minutes vs 2 hours manual research. | [source](https://github.com/BrianRWagner/ai-marketing-skills/tree/f36b34f/last30days) | + +## 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 | +|---|---|---|---| +| `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) | +| `paper-summary` | core | Writes expert academic paper summaries for social science research, particularly political science and applied statistics. Use when asked to summarize, review, or create a reading summary of an academic paper, PDF, or research article. … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/22-christopherkenny-skills/skills/paper-summary) | +| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/42-wanshuiyin-ARIS/skills/research-lit) | +| `latex-document` | core | Universal LaTeX document skill: create, compile, and convert any document to professional PDF with PNG previews. Supports resumes, reports, cover letters, invoices, academic papers, theses/dissertations, academic CVs, presentations … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/08-ndpvt-web-latex-document-skill) | + +## Source: claude-world/director-mode-lite + +- Repository: [https://github.com/claude-world/director-mode-lite](https://github.com/claude-world/director-mode-lite) (commit `9d0c333`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `handoff-gemini` | core | Delegate long-context analysis, research, and large-document summarization to Google Gemini CLI (1M-token context) via non-interactive `gemini -p`, preserving Claude context. Use when the user says 'use gemini'/'hand off to gemini' or a … | [source](https://github.com/claude-world/director-mode-lite/tree/9d0c333/skills/handoff-gemini) | + +## Source: ComPDFKit/compdf-skills + +- Repository: [https://github.com/ComPDFKit/compdf-skills](https://github.com/ComPDFKit/compdf-skills) (commit `b77153e`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pdf-to-word-docx` | core | PDF to Word converts PDF to editable Word/DOCX with AI-powered layout analysis and table recognition, built on ComPDF Conversion SDK to better preserve tables, multi-column layouts, lists, and images for downstream editing. It fits … | [source](https://github.com/ComPDFKit/compdf-skills/tree/b77153e/skills/pdf-to-word-docx) | + +## Source: davepoon/buildwithclaude + +- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/docx) | +| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/pptx) | +| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/xlsx) | + +## 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 | +|---|---|---|---| +| `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) | +| `Excel Analysis` | core | Analyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular data, or .xlsx files. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/enterprise-communication/excel-analysis) | +| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) | + +## 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) | +| `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) | + +## Source: glacierphonk/naming + +- Repository: [https://github.com/glacierphonk/naming](https://github.com/glacierphonk/naming) (commit `e7af8a5`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `naming` | core | Name products, SaaS, brands, open source projects, bots, and apps. Use when the user needs to name something, find a brand name, or pick a product name. Metaphor-driven process that produces memorable, meaningful names and avoids AI slop. | [source](https://github.com/glacierphonk/naming/tree/e7af8a5) | + +## Source: gooseworks-ai/goose-skills + +- Repository: [https://github.com/gooseworks-ai/goose-skills](https://github.com/gooseworks-ai/goose-skills) (commit `94ec916`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `investor-call-prep` | core | Prepare for investor calls by pulling upcoming meetings from Google Calendar, deeply researching each investor and their firm (website scraping, portfolio analysis, thesis extraction), checking for competitor conflicts, and outputting an … | [source](https://github.com/gooseworks-ai/goose-skills/tree/94ec916/skills/research/capabilities/investor-call-prep) | + +## Source: hypnguyen1209/offensive-claude + +- Repository: [https://github.com/hypnguyen1209/offensive-claude](https://github.com/hypnguyen1209/offensive-claude) (commit `4d62be7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `vulnerability-analysis` | core | Use when auditing source code for vulnerabilities — drive CodeQL/Semgrep/Joern to taint untrusted data source-to-sink across injection, memory safety, deserialization/prototype-pollution, secrets/crypto/authz/race, and supply-chain risks | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/vulnerability-analysis) | +| `malware-analysis` | core | Use when reverse-engineering or detecting malware — static triage + capa/YARA-X, emulation/DBI/.NET unpacking, dynamic/fileless/Volatility 3 memory analysis, C2 config extraction (Cobalt Strike/CAPE), C2 traffic detection (JA4+, beaconing) | [source](https://github.com/hypnguyen1209/offensive-claude/tree/4d62be7/skills/malware-analysis) | + +## Source: 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 | +|---|---|---|---| +| `windsurf-cascade-context` | core | Manage Cascade context window and memory for complex projects. Activate when users mention "cascade context", "ai memory", "context management", "large codebase navigation", or "multi-session development". Handles context optimization and … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/skill-databases/windsurf/skills/windsurf-cascade-context) | +| `assemblyai-core-workflow-a` | core | Execute AssemblyAI primary workflow: async transcription with audio intelligence. Use when transcribing audio/video files, enabling speaker diarization, sentiment analysis, entity detection, PII redaction, or content moderation. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/assemblyai-pack/skills/assemblyai-core-workflow-a) | +| `excel-lbo-modeler` | core | Build leveraged buyout (LBO) models in Excel with debt schedules and IRR analysis. Use when structuring LBO transactions or analyzing PE returns. Trigger with phrases like ''excel lbo'', ''build lbo model'', ''calculate pe returns''. | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-lbo-modeler) | +| `excel-variance-analyzer` | core | Analyze budget vs actual variances in Excel with drill-down and root cause analysis. Use when performing variance analysis or explaining budget differences. Trigger with phrases like ''excel variance'', ''analyze budget variance'', … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/excel-analyst-pro/skills/excel-variance-analyzer) | + +## Source: K-Dense-AI/claude-scientific-skills + +- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `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) | + +## 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 | +|---|---|---|---| +| `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) | + +## Source: ljagiello/ctf-skills + +- Repository: [https://github.com/ljagiello/ctf-skills](https://github.com/ljagiello/ctf-skills) (commit `d19f35f`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `ctf-forensics` | core | Provides digital forensics and signal analysis techniques for CTF challenges. Use when analyzing disk images, memory dumps, event logs, network captures, cryptocurrency transactions, steganography, PDF analysis, Windows registry, … | [source](https://github.com/ljagiello/ctf-skills/tree/d19f35f/ctf-forensics) | + +## Source: mohitagw15856/pm-claude-skills + +- Repository: [https://github.com/mohitagw15856/pm-claude-skills](https://github.com/mohitagw15856/pm-claude-skills) (commit `876fa30`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `kyc-escalation` | core | Write an internal KYC/AML escalation memo: a factual time-stamped trigger description, customer-profile vs activity mismatch analysis, red-flag taxonomy mapping, outstanding information, and a recommendation with rationale. Use when asked … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-banking/skills/kyc-escalation) | + +## 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) | +| `detecting-process-injection-techniques` | core | Detects and analyzes process injection techniques used by malware including classic DLL injection, process hollowing, APC injection, thread hijacking, and reflective loading. Uses memory forensics, API monitoring, and behavioral analysis … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/detecting-process-injection-techniques) | +| `analyzing-memory-forensics-with-lime-and-volatility` | core | Performs Linux memory acquisition using LiME (Linux Memory Extractor) kernel module and analysis with Volatility 3 framework. Extracts process lists, network connections, bash history, loaded kernel modules, and injected code from Linux … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-forensics-with-lime-and-volatility) | +| `conducting-memory-forensics-with-volatility` | core | Performs memory forensics analysis using Volatility 3 to extract evidence of malware execution, process injection, network connections, and credential theft from RAM dumps captured during incident response. Covers memory acquisition, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/conducting-memory-forensics-with-volatility) | +| `analyzing-linux-kernel-rootkits` | core | Detect kernel-level rootkits in Linux memory dumps using Volatility3 linux plugins (check_syscall, lsmod, hidden_modules), rkhunter system scanning, and /proc vs /sys discrepancy analysis to identify hooked syscalls, hidden kernel modules, … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-linux-kernel-rootkits) | +| `extracting-config-from-agent-tesla-rat` | core | Extract embedded configuration from Agent Tesla RAT samples including SMTP/FTP/Telegram exfiltration credentials, keylogger settings, and C2 endpoints using .NET decompilation and memory analysis. | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/extracting-config-from-agent-tesla-rat) | +| `performing-endpoint-forensics-investigation` | core | Performs digital forensics investigation on compromised endpoints including memory acquisition, disk imaging, artifact analysis, and timeline reconstruction. Use when investigating security incidents, collecting evidence for legal … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-endpoint-forensics-investigation) | +| `performing-plc-firmware-security-analysis` | core | This skill covers analyzing Programmable Logic Controller (PLC) firmware for security vulnerabilities including hardcoded credentials, insecure update mechanisms, backdoor functions, memory corruption flaws, and undocumented debug … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-plc-firmware-security-analysis) | + +## 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 | +|---|---|---|---| +| `marketing-psychology` | core | Apply psychological principles and behavioral science to copy and design. Useful for tightening hooks, framing, and pricing presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/marketing-psychology) | + +## Source: open-gitagent/opengap + +- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `research` | core | Researches a topic by breaking it into subtopics, gathering factual information with reasoning, and producing a structured summary with key findings and open questions. Use when the user asks to research, investigate, look up, summarize a … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/lyzr-agent/skills/research) | + +## Source: OpenSenseNova/SenseNova-Skills + +- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `sn-da-non-spreadsheet-analysis` | core | Word / PDF / PPT 文档解析与数据分析引擎。覆盖三类文件格式的全量提取、表格数值化、图表理解与跨文档汇总分析。**遇到以下任一情况就主动使用本 skill**：①用户上传或指定了 .docx / .doc / .pdf / .pptx / .ppt 文件并要求分析、提取或统计其中内容；②用户出现触发词：Word分析 / PDF解析 / PPT提取 / 文档分析 / 报告解析 / 幻灯片分析 / 发票提取 / 合同分析 / 文档统计 / 错别字 / 语病 / … | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-non-spreadsheet-analysis) | +| `category-filtering-and-difficulty-analysis` | core | 对Excel数据进行自定义分类统计、交叉分析与可视化，并基于多维度指标（如文本长度、术语密度、正则匹配等）进行综合评分与分级，适用于多类别数据分布统计及文本内容难度/质量评估场景。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/category-filtering) | +| `dynamic-large-file-parquet-analysis` | core | 动态统计Excel总行数，当数据量过大（≥10000行）时自动转换为Parquet格式加速读取，并对指定目标列进行条件筛选、分类汇总与结果导出，适用于超大体积Excel文件的快速读取与统计分析。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-table-styling/table-theme-styling) | +| `dynamic-percentage-and-large-file-analysis` | core | 根据文件行数动态切换大文件处理策略（Parquet转换），通过逐行扫描或列匹配提取关键指标并计算占比、均值等统计量，最终输出结构化Excel报告及可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-statistics/percentage-calculation) | +| `excel-data-analysis-and-report-generation` | core | 从Excel提取多类型数据，并生成包含可视化图表与下载链接的综合分析报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-result-export/report-generation-export) | +| `excel-multi-sheet-dynamic-analysis` | core | 用于分析包含多个Sheet的Excel文件，动态判断数据量级以决定是否转换为Parquet进行大文件处理，并支持跨Sheet的特定字段统计、数据清洗、交叉分析与可视化，最终生成带下载链接的汇总报告。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/specific-sheet-reading) | +| `excel-multi-sheet-threshold-analysis` | core | 统计多Sheet Excel总行数并根据规模选择处理策略，提取特定维度信息进行去重统计，并生成摘要与明细报表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/duplicate-removal) | +| `excel-smart-analysis-and-cleaning` | core | 对多 Sheet Excel 进行智能清洗、跨表核对与可视化分析。。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/missing-value-handling) | +| `excel-threshold-analysis-and-styling` | core | 根据 Excel 数据量级自动判断处理策略，执行数值列清洗、条件过滤，并使用 openpyxl 对符合条件的单元格进行样式标记与导出。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-filtering/threshold-filtering) | +| `group-by-analysis` | core | 对多 Sheet 的 Excel 文件进行行数统计、大文件 Parquet 转换预处理、数据清洗及分组聚合分析，并生成带样式标记的统计表与可视化图表。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-analysis/group-by-analysis) | +| `large-excel-analysis-and-formatting` | core | 用于处理多Sheet大型Excel文件，支持大文件Parquet格式转换提速，并使用openpyxl生成带条件高亮和自定义样式的格式化Excel报告及下载链接。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-reading/large-excel-reading) | +| `large-file-parquet-analysis-and-highlight` | core | 当Excel文件总行数超过1万行时，通过转换为Parquet格式提升读取性能，提取目标指标并计算最大值，最后将结果输出为Excel并对特定行进行高亮标注。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-cell-coloring/category-coloring) | + +## Source: pedrohcgs/claude-code-my-workflow + +- Repository: [https://github.com/pedrohcgs/claude-code-my-workflow](https://github.com/pedrohcgs/claude-code-my-workflow) (commit `be53c12`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `coauthor-brief` | core | Generate a co-author / collaborator handoff brief for a multi-author, multi-machine project — summarizing what changed since the last brief (git delta), the current state of each artifact (manuscript, analysis, slides), open questions, how … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/coauthor-brief) | + +## 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-performance` | core | Golang performance optimization patterns and methodology - if X bottleneck, then apply Y. Covers allocation reduction, CPU efficiency, memory layout, GC tuning, pooling, caching, and hot-path optimization. Use when profiling or benchmarks … | [source](https://github.com/samber/cc-skills-golang/tree/4881c01/skills/golang-performance) | + +## Source: sanjay3290/ai-skills + +- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) | + +## Source: silverstein/minutes + +- Repository: [https://github.com/silverstein/minutes](https://github.com/silverstein/minutes) (commit `3fb2e83`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `minutes-mirror` | core | Self-coaching analysis of your own behavior across meetings — talk-time ratio, filler words, hedging language, monologue length, energy patterns, and (when meetings are tagged via /minutes-tag) what your behavior in winning meetings looks … | [source](https://github.com/silverstein/minutes/tree/3fb2e83/.agents/skills/minutes/minutes-mirror) | + +## Source: snyk/agent-scan + +- Repository: [https://github.com/snyk/agent-scan](https://github.com/snyk/agent-scan) (commit `f3a4621`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/docx) | +| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/pptx) | +| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/snyk/agent-scan/tree/f3a4621/tests/skills/xlsx) | + +## Source: ThinkInAIXYZ/deepchat + +- Repository: [https://github.com/ThinkInAIXYZ/deepchat](https://github.com/ThinkInAIXYZ/deepchat) (commit `f275c92`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `docx` | core | Comprehensive document creation, editing, and analysis with support for tracked changes, comments, formatting preservation, and text extraction. When Claude needs to work with professional documents (.docx files) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/docx) | +| `pptx` | core | Presentation creation, editing, and analysis. When Claude needs to work with presentations (.pptx files) for: (1) Creating new presentations, (2) Modifying or editing content, (3) Working with layouts, (4) Adding comments or speaker notes, … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/pptx) | +| `xlsx` | core | Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When Claude needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new … | [source](https://github.com/ThinkInAIXYZ/deepchat/tree/f275c92/resources/skills/xlsx) | + +## Source: wanshuiyin/Auto-claude-code-research-in-sleep + +- Repository: [https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep) (commit `eb5c9d7`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `research-lit` | core | Search and analyze research papers, find related work, summarize key ideas. Use when user says "find papers", "related work", "literature review", "what does this paper say", or needs to understand academic papers. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-lit) | + +## Source: zebbern/claude-code-guide + +- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) | +| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) | diff --git a/references/berufsbild-de.md b/references/berufsbild-de.md new file mode 100644 index 0000000..65c6ee9 --- /dev/null +++ b/references/berufsbild-de.md @@ -0,0 +1,73 @@ +# Berufsbild (Deutschland) — Geograf/in + +> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58701, +> KldB 2010: B 42134 · via öffentliche BERUFENET-API, +> abgerufen 2026-07-12. Automatisches Label-Matching +> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim +> Original: https://web.arbeitsagentur.de/berufenet/beruf/58701 + +## Aufgaben und Tätigkeiten kompakt + +Geografen und Geografinnen können in unterschiedlichen Bereichen tätig sein. Sie forschen z.B. zum Klima und zu sozioökonomischen und ökologischen Veränderungen einer Region. Dabei nutzen sie entweder Methoden der Naturwissenschaft (physische Geografie) oder der Sozial- und Wirtschaftswissenschaft (Kulturgeografie). An Staatliche und staatlich anerkannte Bildungseinrichtung des tertiären Bereichs; dazu zählen forschungsorientierte Universitäten und gleichgestellte Hochschulen, z.B. Kirchliche und Philosophisch-Theologische Hochschulen; sie alle haben das Promotionsrecht; außerdem gibt es praxis- und anwendungsorientierte Fachhochschulen bzw. Hochschulen für angewandte Wissenschaften sowie Duale Hochschulen +" name="Hochschule (HS)">Hochschulen unterrichten sie und betreuen Studierende. Im Bereich Raumplanung und Raumordnung sammeln sie Daten zu bestimmten Gebieten. Sie bereiten diese auf und entwickeln Planungs- und Entwicklungskonzepte. Ihre Ergebnisse fließen u.a. in Statistik, Sozial- und Marktforschung, Stadt- und Regionalplanung oder in geografische Karten ein. + +## Tätigkeitsbezeichnungen + +Geograf/in + +Berufsbezeichnung in englischer SpracheGeographer (m/f) + +Berufsbezeichnung in französischer SpracheGéographe (m/f) + +## Die Tätigkeit im Überblick + +Geografen und Geografinnen untersuchen, wie die Erdoberfläche aussieht, wie sie genutzt wird und warum sie für Menschen und Kulturen wichtig ist. Sie sammeln Daten, werten diese aus und erarbeiten Pläne für die räumliche Entwicklung der Umwelt. + +## Trends + +Big Data in der WissenschaftForschende in verschiedenen Fachbereichen können durch Mit "Big Data" bezeichnet man große Mengen strukturierter oder unstrukturierter Daten, deren Umfang zudem schnell wächst beziehungsweise die sehr rasch ausgetauscht werden. Die Daten können in unterschiedlichsten Formaten, etwa als Text-, Bild- oder Videodateien vorliegen. Es können zum Beispiel Produktions- und Transportdaten von Unternehmen sein, Daten aus Finanztransaktionen oder zum Online-Suchverhalten. Mit manuellen und herkömmlichen Methoden der Datenverarbeitung kann diese Datenflut nicht mehr ausgewertet werden. Es bedarf einer speziellen Big-Data-Analyse, basierend auf Algorithmen und intelligenten Mustererkennungstechnologien. s. auch "Data Mining". +" name="Big Data">Big Data große Datensätze auswerten. Sie können z.B. in der medizinischen Forschung Risikofaktoren für Krankheiten identifizieren oder komplexe Interaktionen zwischen Proteinen in Medikamenten aufdecken. Auf der Grundlage umfangreicher Datenanalysen treffen sie dann fundierte Entscheidungen. So ermöglicht es Big Data, bei der Erforschung neuer Technologien effizienter zu arbeiten, bessere Produkte zu entwickeln und wettbewerbsfähig zu bleiben. Wissenschaftler und Wissenschaftlerinnen müssen sich mit dieser Methodik auseinandersetzen, um relevante Informationen herausfiltern und auswerten zu können. + +## Aufgaben und Tätigkeiten (Beschreibung) + +Worum geht es?Geografen und Geografinnen erforschen die Beschaffenheit der Erdoberfläche, ihre Nutzung sowie ihre Bedeutung für den Menschen und seine verschiedenen Kulturen. Sie analysieren Systemzusammenhänge, sammeln Daten, werten diese aus und erarbeiten Pläne für die räumliche Entwicklung der Umwelt. +Forschung und LehreAn Staatliche und staatlich anerkannte Bildungseinrichtung des tertiären Bereichs; dazu zählen forschungsorientierte Universitäten und gleichgestellte Hochschulen, z.B. Kirchliche und Philosophisch-Theologische Hochschulen; sie alle haben das Promotionsrecht; außerdem gibt es praxis- und anwendungsorientierte Fachhochschulen bzw. Hochschulen für angewandte Wissenschaften sowie Duale Hochschulen +" name="Hochschule (HS)">Hochschulen oder in Forschungsinstituten beschäftigen sie sich mit Fragen wie der Reliefentwicklung, der Klimaveränderung, der Wissenschaft von Wasser-Gesteins-Wechselwirkungen +" name="Hydrogeologie">Hydrogeologie oder der politischen Geografie und suchen dabei nach Lösungen gesellschaftlicher, sozialer und internationaler Probleme. Dazu erheben sie raumbezogene Daten, bewerten sie und stellen sie anschaulich dar. Diese Daten können beispielsweise aus der Arbeitsmarkt- und Bildungsforschung, der Wirtschaftsforschung oder aus geologisch-physikalischen Messungen stammen. Sie konzipieren Vorlesungen, bereiten Seminare, Übungen, Exkursionen und Praktika vor und erarbeiten Lehrmaterialien. Ferner haben sie Studien- und Prüfungsarbeiten zu entwerfen, durchzuführen und zu korrigieren. Sie werben Gelder für Forschungsprojekte bei staatlichen Institutionen und der Industrie ein, führen die Projekte durch und veröffentlichen die Ergebnisse. Auf Tagungen und Kongressen referieren sie über ihre Erkenntnisse. +Für eigenständige wissenschaftliche Tätigkeiten sind i.d.R. ein Masterstudium und eine Erlangung des Doktorgrades, je nach fachlicher Ausrichtung mit entsprechendem Zusatz, z.B. Dr. phil. (Geisteswissenschaften); befähigt zur eigenständigen Forschung an Universitäten und gleichgestellten Hochschulen; Voraussetzung ist i.d.R. ein Hochschulabschluss, z.B. Master oder Staatsexamen; Promotionsverfahren umfassen eine Doktorarbeit (auch: Dissertation) und eine mündliche Prüfung; Promotionsrecht steht i.d.R. den Universitäten und gleichgestellten Hochschulen zu, Promotionsordnungen der einzelnen Hochschulen regeln das Promotionsverfahren +" name="Promotion">Promotion erforderlich. +RaumplanungIm öffentlichen Dienst befassen sich Geografe + +## Aufgaben und Tätigkeiten im Einzelnen + +Pläne für die räumliche Entwicklung der Umwelt erarbeiten + +Konzepte des Straßen- und Siedlungsbaus ausarbeiten, dabei geologische Gegebenheiten berücksichtigen, wie z.B. Auswirkungen des Klimawandels + + Gutachten und Stellungnahmen für verschiedene Behörden erstellen; bei der Vergabe von räumlichen Planungs- und Forschungsaufträgen mitwirken + +Wissenschaft und ForschungForschungsprojekte planen, Forschungsaufträge akquirieren, Forschungsmittel einwerben + +Systemzusammenhänge zwischen Mensch und Natur analysieren, z.B. Veränderungen durch menschliche Eingriffe darstellen + +Vorträge auf Fachtagungen und -kongressen halten, Artikel in Fachzeitschriften veröffentlichen + +Lehrveranstaltungen (Vorlesungen, Seminare, Übungen, Praktika) vorbereiten und durchführen + +Raumplanung und Umweltschutzräumliche Strukturen und Standortsysteme erfassen, z.B. in Form von Geländearbeit, digital oder virtuell + + räumliche Verbreitung von Populationen erforschen sowie nachhaltige Veränderungen an Flora und Fauna einer Region erfassen + +umweltschutztechnische Maßnahmen ergreifen, Umgang mit natürlichen Ressourcen planen + +in der Entwicklungszusammenarbeit, z.B. bei Siedlungsprojekten, mitarbeiten + +Entwicklung, Beratung, InformationKurz: GIS. + Informationssysteme, mit deren Hilfe Geodaten erfasst, analysiert, verwaltet und zum Beispiel als kartografische Visualisierung ausgegeben werden können. Je nach Anwendungsbereich sind sie mit unterschiedlichen Funktionen (etwa zur Analyse von Verkehrs- oder Leitungsnetzen) ausgestattet. Teilweise werden sie durch Simulationsmöglichkeiten erweitert. +" name="Geoinformationssysteme">Geoinformationssysteme und rechnergestützte Karten erstellen + + Datenbanken (z.B. Geoinformationssysteme) für die Industrie, Behörden sowie die Bundeswehr entwickeln + + Bürger/innen, Betriebe und Institutionen beraten + +in geografischen Fachverlagen redaktionelle Tätigkeiten ausüben diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..5019f92 --- /dev/null +++ b/references/market.md @@ -0,0 +1,68 @@ +# Market evidence report — geographer + +Source: **9 real job ads** (JSearch API, countries: us 9), extracted into the MSSQL evidence store; as of 2026-07-12. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 7 | 78 % | +| n/a | 1 | 11 % | +| junior | 1 | 11 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | ArcGIS Pro | 4 | 44 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data conflation | 3 | 33 % | +| 2 | database design | 3 | 33 % | +| 3 | spatial analysis | 3 | 33 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | database maintenance | 3 | 33 % | + +## Regional breakdown + +> **Corpus note:** 9 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** — 9 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 | +|---|---| +| Geographer | 3 | +| Human Geographer (Production Specialist - Mid) - NGA WASH | 2 | +| Geographer (GIS Specialist) | 1 | +| Human Geographer (Mid-Level) - TS/SCI | 1 | +| Human Geographer Apprentice in Chesterfield, MO | 1 | +| PhD students in human​/economic geography | 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..449a5dc --- /dev/null +++ b/references/profile.md @@ -0,0 +1,25 @@ +# Occupation profile — geographer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/bac64fa2-dcd6-47bb-8e5c-04e04a86a199 +- **ESCO code:** 2632.5 +- **ISCO-08 group:** 2632 — Sociologists, anthropologists and related professionals +- **O*NET-SOC:** 19-3092.00 — Geographers (match: exactMatch) + +## Description (ESCO) + +Geographers are scholars who study human and physical geography. Depending on their specialisation, they study political, economical and cultural aspects of humanity contained within human geography. Moreover, they study land formations, soils, natural frontiers, and water flows contained in physical geography. + +## Definition + +nan + +## Alternative labels + +- economic geographer +- geographers +- biogeographer +- cultural geographer +- physical geographer +- natural geographer +- human geographer +- geography research scientist diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..27a2338 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,201 @@ +# Competences — geographer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/bac64fa2-dcd6-47bb-8e5c-04e04a86a199). + +## Essential + +- **apply for research funding** (skill/competence) +- **apply research ethics and scientific integrity principles in research activities** (skill/competence) +- **apply scientific methods** (skill/competence) +- **apply statistical analysis techniques** (skill/competence) +- **collect data using GPS** (skill/competence) +- **communicate with a non-scientific audience** (skill/competence) +- **conduct public surveys** (skill/competence) +- **conduct research across disciplines** (skill/competence) +- **cultural geography** (knowledge) +- **demonstrate disciplinary expertise** (skill/competence) +- **develop professional network with researchers and scientists** (skill/competence) +- **disseminate results to the scientific community** (skill/competence) +- **draft scientific or academic papers and technical documentation** (skill/competence) +- **evaluate research activities** (skill/competence) +- **find trends in geographic data** (skill/competence) +- **geographic information systems** (knowledge) +- **geography** (knowledge) +- **increase the impact of science on policy and society** (skill/competence) +- **integrate gender dimension in research** (skill/competence) +- **interact professionally in research and professional environments** (skill/competence) +- **manage findable accessible interoperable and reusable data** (skill/competence) +- **manage intellectual property rights** (skill/competence) +- **manage open publications** (skill/competence) +- **manage personal professional development** (skill/competence) +- **manage research data** (skill/competence) +- **mentor individuals** (skill/competence) +- **operate open source software** (skill/competence) +- **perform project management** (skill/competence) +- **perform scientific research** (skill/competence) +- **promote open innovation in research** (skill/competence) +- **promote the participation of citizens in scientific and research activities** (skill/competence) +- **promote the transfer of knowledge** (skill/competence) +- **publish academic research** (skill/competence) +- **scientific modelling** (knowledge) +- **scientific research methodology** (knowledge) +- **speak different languages** (skill/competence) +- **statistics** (knowledge) +- **synthesise information** (skill/competence) +- **think abstractly** (skill/competence) +- **use geographic information systems** (skill/competence) +- **write scientific publications** (skill/competence) + +## Optional + +- analyse environmental data (skill/competence) +- apply blended learning (skill/competence) +- apply digital mapping (skill/competence) +- cartography (knowledge) +- climatology (knowledge) +- collect mapping data (skill/competence) +- conduct field work (skill/competence) +- create GIS reports (skill/competence) +- create thematic maps (skill/competence) +- design customised maps (skill/competence) +- design graphics (skill/competence) +- develop scientific theories (skill/competence) +- digital data processing (nan) +- ecology (knowledge) +- empirical analysis (knowledge) +- environmental legislation (knowledge) +- geology (knowledge) +- interpret aerial photos of timber (skill/competence) +- interview focus groups (skill/competence) +- operate remote sensing equipment (skill/competence) +- photogrammetry (knowledge) +- provide technical expertise (skill/competence) +- remote sensing techniques (knowledge) +- spatial planning (knowledge) +- study aerial photos (skill/competence) +- study radar images (skill/competence) +- surveying (knowledge) +- teach geography (skill/competence) +- teach in academic or vocational contexts (skill/competence) +- urban planning (knowledge) +- use spreadsheets software (skill/competence) +- write research proposals (skill/competence) + + + +## Market evidence (job-ad analysis, 9 ads, as of 2026-07-12) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data conflation — **33 %** +- database design — **33 %** +- spatial analysis — **33 %** +- spatial data editing — **22 %** +- geoprocessing modeling — **22 %** +- geospatial analysis — **22 %** +- gis analysis — **22 %** +- human geography — **22 %** +- metadata attribution — **22 %** +- data collection — **22 %** +- datum transformations — **22 %** +- cartography — **22 %** +- data analysis — **22 %** +- data automation — **11 %** +- demographic analysis — **11 %** +- empirical research — **11 %** +- epidemiology investigations — **11 %** +- field research — **11 %** +- geo-enabling — **11 %** +- data extraction — **11 %** +- data geo-enabling — **11 %** +- data management — **11 %** +- human geography production — **11 %** +- imagery analysis — **11 %** +- imagery extraction — **11 %** +- geospatial data analysis — **11 %** +- geospatial data research — **11 %** +- geographic database maintenance — **11 %** +- geographic research — **11 %** +- spatial modeling — **11 %** +- scientific publication — **11 %** +- statistical methodology review — **11 %** +- training facilitation — **11 %** +- map production — **11 %** +- mapping — **11 %** +- modeling — **11 %** +- population pattern analysis — **11 %** +- problem solving — **11 %** +- quality assurance — **11 %** +- quality control — **11 %** +- research — **11 %** +- risk identification — **11 %** +- urban experimentation — **11 %** +- urban planning — **11 %** + +### Methods + +- qa/qc methodology — **22 %** +- spatial data standards — **22 %** +- socio-technical configurational perspective — **11 %** +- source and international affairs collaboration — **11 %** +- sustainability transitions — **11 %** +- technical exchange — **11 %** +- schema development — **11 %** +- remote sensing — **11 %** +- standard operating procedure (SOP) writing — **11 %** +- geography of innovation — **11 %** +- geoint production — **11 %** +- gis — **11 %** +- geointelligence production — **11 %** +- international program for human geography (IPHG) — **11 %** + +### Responsibilities + +- database maintenance — **33 %** +- gis service provision — **22 %** +- data collection — **22 %** +- report preparation — **22 %** +- project collaboration — **22 %** +- product creation — **11 %** +- report writing — **11 %** +- research and development — **11 %** +- research design — **11 %** +- technical exchange participation — **11 %** +- technical issue resolution — **11 %** +- technical presentation creation — **11 %** +- technical troubleshooting — **11 %** +- thesis defense — **11 %** +- training facilitation — **11 %** +- surveillance mapping — **11 %** +- source citation — **11 %** +- scientific writing — **11 %** +- sme support — **11 %** +- staff training — **11 %** +- data discrepancy resolution — **11 %** +- data management — **11 %** +- data organization — **11 %** +- data storage — **11 %** +- geo-enabling — **11 %** +- disease outbreak mitigation — **11 %** +- emergency response mapping — **11 %** +- data capture — **11 %** +- data analysis — **11 %** +- conference presentation — **11 %** +- data acquisition — **11 %** +- animal health support — **11 %** +- international meeting support — **11 %** +- human geography product creation — **11 %** +- metadata attribution — **11 %** +- database updating — **11 %** +- geoint support — **11 %** +- geospatial product dissemination — **11 %** +- geospatial support — **11 %** +- geospatial data creation — **11 %** +- geospatial data dissemination — **11 %** +- geospatial analysis — **11 %** +- geospatial analysis development — **11 %** +- geo-referencing — **11 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..1cb98cd --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,30 @@ +# Tasks & work activities — geographer + +Source: O*NET 30.3, occupation 19-3092.00 (Geographers). + +## Task statements + +- **[Core]** Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales. +- **[Core]** Write and present reports of research findings. +- **[Core]** Develop, operate, and maintain geographical information computer systems, including hardware, software, plotters, digitizers, printers, and video cameras. +- **[Core]** Locate and obtain existing geographic information databases. +- **[Core]** Analyze geographic distributions of physical and cultural phenomena on local, regional, continental, or global scales. +- **[Core]** Teach geography. +- **[Core]** Gather and compile geographic data from sources such as censuses, field observations, satellite imagery, aerial photographs, and existing maps. +- **[Core]** Conduct field work at outdoor sites. +- **[Core]** Study the economic, political, and cultural characteristics of a specific region's population. +- **[Core]** Provide consulting services in fields such as resource development and management, business location and market area analysis, environmental hazards, regional cultural history, and urban social planning. +- **[Core]** Collect data on physical characteristics of specified areas, such as geological formations, climates, and vegetation, using surveying or meteorological equipment. +- **[Core]** Provide geographical information systems support to the private and public sectors. + +## Detailed work activities + +- Advise others on business or operational matters. +- Collect archival data. +- Collect geographical or geological field data. +- Compile geographic or related data. +- Conduct anthropological or archaeological research. +- Develop software or applications for scientific or technical use. +- Instruct college students in social sciences or humanities disciplines. +- Prepare maps. +- Prepare scientific or technical reports or presentations. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..ec844ba --- /dev/null +++ b/references/tools.md @@ -0,0 +1,84 @@ +# Tools & technology — geographer + +Source: O*NET 30.3 'Software Skills' for 19-3092.00. + +| Software | Category | Hot technology | +|---|---|---| +| IBM SPSS Statistics | Analytical or scientific software | yes | +| SAS | Analytical or scientific software | yes | +| The MathWorks MATLAB | Analytical or scientific software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Structured query language SQL | Data base user interface and query software | yes | +| Microsoft Outlook | Electronic mail software | yes | +| ESRI ArcGIS software | Geographic information system | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| Python | Object or component oriented development software | yes | +| R | Object or component oriented development software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Word | Word processing software | yes | +| Groundwater Vistas | Analytical or scientific software | | +| HydroSOLVE AQTESOLV | Analytical or scientific software | | +| Minitab | Analytical or scientific software | | +| MODPATH | Analytical or scientific software | | +| Pattern searching software | Analytical or scientific software | | +| RockWare MODFLOW | Analytical or scientific software | | +| Systat Software SigmaPlot | Analytical or scientific software | | +| Wolfram Research Mathematica | Analytical or scientific software | | +| RIVERMorph | Data base user interface and query software | | +| Caliper Maptitude | Geographic information system | | +| ESRI ArcIMS | Geographic information system | | +| ESRI ArcInfo | Geographic information system | | +| ESRI ArcView | Geographic information system | | +| Geographic information system GIS software | Geographic information system | | +| Geographic information system GIS systems | Geographic information system | | +| Google Earth Pro | Geographic information system | | +| ACD Systems Canvas | Graphics or photo imaging software | | +| Corel CorelDraw Graphics Suite | Graphics or photo imaging software | | +| Golden Software Grapher | Graphics or photo imaging software | | +| Lemkesoft GraphicConverter | Graphics or photo imaging software | | +| Microsoft Internet Explorer | Internet browser software | | +| Clark Labs IDRISI Andes | Map creation software | | +| Geographic resources analysis support system GRASS | Map creation software | | +| Golden Software Surfer | Map creation software | | +| ITT Visual Information Solutions ENVI | Map creation software | | +| Leica Geosystems ERDAS IMAGINE | Map creation software | | +| MapInfo MapMarker | Map creation software | | +| Martin D Adamiker's TruFlite | Map creation software | | +| RockWare ArcMap | Map creation software | | +| Trimble Pathfinder Office | Map creation software | | +| Adobe Dreamweaver | Web page creation and editing software | | + + + +## Market evidence (job-ad analysis, 9 ads, as of 2026-07-12) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- ArcGIS Pro — **44 %** +- ArcGIS Spatial Analyst — **22 %** +- ArcGIS StoryMaps — **22 %** +- ArcGIS API for Python — **22 %** +- ArcGIS Desktop — **22 %** +- ArcGIS Editor — **22 %** +- ArcGIS Enterprise — **22 %** +- ArcGIS FieldMaps — **22 %** +- ArcGIS Online — **22 %** +- Microsoft Excel — **22 %** +- Google Earth Engine (GEE) — **22 %** +- Survey123 — **22 %** +- QuickCapture — **22 %** +- PiX — **11 %** +- GIS — **11 %** +- GIS (Geographic Information Systems) — **11 %** +- Microsoft PowerPoint — **11 %** +- Microsoft Word — **11 %** +- Geographic Information Systems (GIS) software — **11 %** +- AP AN — **11 %** +- Collector — **11 %** +- Collector” — **11 %** + +