feat: soil-scientist skill package v0.1.0

This commit is contained in:
skillfactor-pipeline
2026-08-14 16:49:19 +02:00
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# Data provenance — soil-scientist
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 — soil-scientist
"ESCO (occupation & competences)" : 55
"O*NET (tasks & tools)" : 209
"Job boards (market evidence)" : 116
"Anthropic official Claude skills" : 5
"External AI skill packs (mapped)" : 153
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 55 | 10.2 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 209 | 38.8 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 116 | 21.6 % | 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 | 0.9 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 153 | 28.4 % | 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).

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---
name: soil-scientist
description: "Occupational skill for the role 'soil scientist' (also: soil analyst, senior soil scientist, soil biology specialist, soil technician, soil wetland scientist, soil biologist). Use when the user asks for typical soil scientist work such as: Develop computer models for hydrologic predictions.; Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.; Study and document quantities, distribution, disposition, and development of underground and surface waters."
---
# Soil Scientist
Soil scientists research and study scientific disciplines concerning soil. They advise on how to improve soil quality to support nature, food production or human infrastructure using surveying techniques, irrigation techniques and erosion reduction measures. They make sure to conserve and restore land suffering from intense farming or human interaction.
## Core workflow
1. Develop computer models for hydrologic predictions.
2. Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.
3. Study and document quantities, distribution, disposition, and development of underground and surface waters.
4. Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians.
5. Prepare hydrogeologic evaluations of known or suspected hazardous waste sites and land treatment and feedlot facilities.
6. Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.
7. Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.
8. Collect and analyze water samples as part of field investigations or to validate data from automatic monitors.
## 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)
- advise on nature conservation
- apply safety procedures in laboratory
- conduct soil sample tests
- crop production principles
- ecology
- European pesticide legislation
- gather experimental data
- geology
- perform laboratory tests
- scientific literature
- soil mechanics
- soil science
- soil structure
- write work-related reports
## Hot technologies
- The MathWorks MATLAB
- Autodesk AutoCAD
- Autodesk AutoCAD Civil 3D
- Bentley MicroStation
- Microsoft Access
- Microsoft Visual Basic
- ESRI ArcGIS software
- C++
- Python
- R
<!-- hot-tech -->
## Hot technologies
Top tools from 34 gated job ads (see references/market.md, as of 2026-07-19):
- LPile — 15 %
- Plaxis — 15 %
- SEEP/W — 15 %
- Settle3 — 15 %
- SLOPE/W — 15 %
- AutoCAD — 12 %
- Bluebeam — 12 %
- GPS — 12 %
- Microsoft Excel — 12 %
- satellite imagery — 12 %
<!-- hot-tech -->
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/6a3d3d28-0ab6-49b0-9a32-697e5e104bf1), O*NET 30.3 (19-2043.00). See manifest.json for licensing/attribution.*

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{
"name": "soil-scientist",
"title": "soil scientist",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/6a3d3d28-0ab6-49b0-9a32-697e5e104bf1",
"esco_code": "2133.11",
"isco_group": "2133",
"onet_soc": "19-2043.00",
"crosswalk_match": "closeMatch"
},
"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": 25,
"dwas": 29,
"skills_essential": 14,
"skills_optional": 40,
"software": 154
},
"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": 6
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 8
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 6
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 7
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 2
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 10
},
"nWave-ai/nWave": {
"repo": "https://github.com/nWave-ai/nWave",
"commit": "1d0f13c",
"license": "MIT",
"skills": 2
},
"AgriciDaniel/claude-blog": {
"repo": "https://github.com/AgriciDaniel/claude-blog",
"commit": "49842ea",
"license": "MIT",
"skills": 1
},
"infrasity-labs/dev-gtm-claude-skills": {
"repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
"commit": "02cfefb",
"license": "MIT",
"skills": 1
},
"rampstackco/claude-skills": {
"repo": "https://github.com/rampstackco/claude-skills",
"commit": "bc6d961",
"license": "MIT",
"skills": 2
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 12
},
"basicmachines-co/basic-memory": {
"repo": "https://github.com/basicmachines-co/basic-memory",
"commit": "53da71c",
"license": "custom (see upstream LICENSE)",
"skills": 1
},
"zebbern/claude-code-guide": {
"repo": "https://github.com/zebbern/claude-code-guide",
"commit": "d2c5280",
"license": "MIT",
"skills": 2
},
"indranilbanerjee/digital-marketing-pro": {
"repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
"commit": "a3d119c",
"license": "MIT",
"skills": 1
},
"AgriciDaniel/claude-ads": {
"repo": "https://github.com/AgriciDaniel/claude-ads",
"commit": "669c760",
"license": "MIT",
"skills": 1
},
"glittercowboy/taches-cc-resources": {
"repo": "https://github.com/glittercowboy/taches-cc-resources",
"commit": "1757615",
"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
},
"mohitagw15856/pm-claude-skills": {
"repo": "https://github.com/mohitagw15856/pm-claude-skills",
"commit": "876fa30",
"license": "MIT",
"skills": 1
},
"SnailSploit/Claude-Red": {
"repo": "https://github.com/SnailSploit/Claude-Red",
"commit": "aeb41ec",
"license": "MIT",
"skills": 1
},
"0xwilliamortiz/claude-red": {
"repo": "https://github.com/0xwilliamortiz/claude-red",
"commit": "ad8436b",
"license": "MIT",
"skills": 1
},
"HeshamFS/materials-simulation-skills": {
"repo": "https://github.com/HeshamFS/materials-simulation-skills",
"commit": "fa1ce8d",
"license": "Apache-2.0",
"skills": 1
},
"alirezarezvani/claude-skills": {
"repo": "https://github.com/alirezarezvani/claude-skills",
"commit": "0241f43",
"license": "MIT",
"skills": 1
},
"ferdinandobons/startup-skill": {
"repo": "https://github.com/ferdinandobons/startup-skill",
"commit": "a5f97c3",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 78,
"adjacent": 2
}
},
"provenance": {
"items": {
"esco": 55,
"onet": 209,
"jobads": 116,
"wiki_ai": 0,
"anthropic": 5,
"ai_skills": 153,
"stackx": 0
},
"share_percent": {
"esco": 10.2,
"onet": 38.8,
"jobads": 21.6,
"wiki_ai": 0.0,
"anthropic": 0.9,
"ai_skills": 28.4,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — soil-scientist
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: 0xwilliamortiz/claude-red
- Repository: [https://github.com/0xwilliamortiz/claude-red](https://github.com/0xwilliamortiz/claude-red) (commit `ad8436b`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `offensive-mobile` | core | Mobile (Android + iOS) application penetration testing methodology. Covers static analysis (apktool/jadx for Android, class-dump/Hopper/IDA for iOS), dynamic instrumentation with Frida and Objection, SSL pinning bypass strategies, … | [source](https://github.com/0xwilliamortiz/claude-red/tree/ad8436b/Skills/mobile/offensive-mobile) |
## 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 |
|---|---|---|---|
| `statistical-testing` | core | Apply statistical hypothesis testing, significance analysis, A/B test evaluation, and distribution comparisons for data science workflows. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-science-ml/skills/statistical-testing) |
| `quantitative-methods` | core | Design and execute statistical analyses including regression modeling, hypothesis testing, power analysis, and robustness checks using R, Stata, SPSS, or Python | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/social-sciences/skills/quantitative-methods) |
| `A/B Test Statistical Analyzer` | core | Performs statistical analysis for A/B testing experiments | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/data-engineering-analytics/skills/ab-test-statistical-analyzer) |
| `root-cause-analyzer` | core | Systematic root cause identification skill with 5 Whys, fishbone diagrams, fault tree analysis, and hypothesis testing | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/root-cause-analyzer) |
| `simulation-experiment-designer` | core | Simulation experimental design skill for efficient scenario analysis and optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/simulation-experiment-designer) |
| `A/B Test Design` | core | Statistical experiment design and analysis capabilities for product experimentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/product-management/skills/ab-test-design) |
| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) |
## Source: AgriciDaniel/claude-ads
- Repository: [https://github.com/AgriciDaniel/claude-ads](https://github.com/AgriciDaniel/claude-ads) (commit `669c760`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ads-test` | core | Design and evaluate paid-ad experiments with hypotheses, randomization units, sample-size and duration assumptions, guardrails, platform experiment tools, analysis, and decision rules. Use for A/B test, split test, experiment design, … | [source](https://github.com/AgriciDaniel/claude-ads/tree/669c760/skills/ads-test) |
## Source: AgriciDaniel/claude-blog
- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) |
## Source: alirezarezvani/claude-skills
- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `senior-data-scientist` | core | World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and predictive analytics. Covers A/B testing (sample sizing, two-proportion z-tests, Bonferroni correction), … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering-team/skills/senior-data-scientist) |
## Source: 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: brycewang-stanford/Auto-Empirical-Research-Skills
- Repository: [https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills) (commit `85bf545`, retrieved 2026-07-14)
- License: CC-BY-4.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `statistics-skills` | core | 10 statistical analysis skills. Trigger: statistical tests, Bayesian analysis, hypothesis testing, sampling. Design: method guides covering assumptions, code, and result interpretation. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics) |
| `hypothesis-testing-guide` | core | Statistical hypothesis testing, power analysis, and significance reporting | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/analysis/statistics/hypothesis-testing-guide) |
| `psychology-research-guide` | core | Psychological research methods, experimental design, and analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/social-science/psychology-research-guide) |
| `academic-baseline` | core | Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/academic-baseline) |
| `aer-statspai` | core | Use when aer-identification has fixed the design, after methodology choice and before aer-robustness or aer-tables-figures, to run an AER-track analysis with StatsPAI — the agent-native Python engine and MCP server for causal inference, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/50-brycewang-aer-skills/skills/aer-statspai) |
| `econ-audit` | core | Audit economic analysis outputs (fiscal briefings, macro briefings, market research, longlists, and other quantitative economic documents) against methodology standards, academic literature, and common errors. Runs structured checks across … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/econ-audit) |
| `law-skills` | core | 9 legal research skills. Trigger: legal research, case law analysis, regulatory compliance. Design: legal databases, citation networks, and judicial analytics tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/law) |
| `metadata-skills` | core | 24 metadata & bibliometrics skills. Trigger: DOI resolution, citation metrics, author disambiguation, bibliometrics. Design: metadata APIs and bibliometric analysis tools for scholarly records. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/metadata) |
| `research-ideation` | core | This skill should be used when the user asks to "brainstorm research ideas", "use 5W1H framework", "identify research gaps", "conduct gap analysis", "start research project", "conduct literature review", "define research question", "select … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/research-ideation) |
| `results-analysis` | core | This skill should be used when the user asks to "analyze experimental results", "run strict statistical analysis", "compare model performance", "generate scientific figures", "check significance", "do ablation analysis", or mentions … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/results-analysis) |
## Source: 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) |
| `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) |
| `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) |
## 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 |
|---|---|---|---|
| `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) |
| `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) |
| `reactome-database` | core | Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/reactome-database) |
| `Ethical Hacking Methodology` | core | This skill should be used when the user asks to "learn ethical hacking", "understand penetration testing lifecycle", "perform reconnaissance", "conduct security scanning", "exploit vulnerabilities", or "write penetration test reports". It … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/security/ethical-hacking-methodology) |
| `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) |
| `adaptyv` | core | Cloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including binding assays, expression testing, thermostability measurements, enzyme activity assays, or … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/adaptyv) |
| `bioservices` | core | Primary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO. Unified API for queries, ID mapping, pathway analysis. For direct REST control, use individual … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/bioservices) |
| `cobrapy` | core | Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/cobrapy) |
| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) |
| `kegg-database` | core | Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For Python workflows with multiple databases, prefer bioservices. Use this for direct … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/kegg-database) |
| `polars` | core | Fast DataFrame library (Apache Arrow). Select, filter, group_by, joins, lazy evaluation, CSV/Parquet I/O, expression API, for high-performance data analysis workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/polars) |
| `pydeseq2` | core | Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/pydeseq2) |
## Source: ferdinandobons/startup-skill
- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
## Source: foryourhealth111-pixel/Vibe-Skills
- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/geomaster) |
| `designing-experiments` | core | Design experiments and quasi-experiments before analysis. Use when choosing study design, treatment/control structure, outcomes, assumptions, validation plans after scientific experiment failure, or which of DiD, ITS, synthetic control, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/designing-experiments) |
| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) |
| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-critical-thinking) |
| `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) |
| `scientific-data-preprocessing` | core | ⚠️ CRITICAL USER EXPERIENCE-BASED SKILL - ALWAYS CONSULT BEFORE DATA PREPROCESSING ⚠️ Prevents catastrophic errors (88.9% error rate in V1.0 case study) through multi-level feature analysis, data leakage detection, and semantic validation. … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-data-preprocessing) |
| `adaptyv` | core | Cloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including binding assays, expression testing, thermostability measurements, enzyme activity assays, or … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/adaptyv) |
| `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) |
## 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: HeshamFS/materials-simulation-skills
- Repository: [https://github.com/HeshamFS/materials-simulation-skills](https://github.com/HeshamFS/materials-simulation-skills) (commit `fa1ce8d`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `parameter-optimization` | core | Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial sample plans, rank parameter influence with sensitivity … | [source](https://github.com/HeshamFS/materials-simulation-skills/tree/fa1ce8d/skills/simulation-workflow/parameter-optimization) |
## Source: indranilbanerjee/digital-marketing-pro
- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ab-test-plan` | core | Design A/B and multivariate tests. Use when: sample size calculation, testing hypothesis, CRO experimentation. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/ab-test-plan) |
## Source: infrasity-labs/dev-gtm-claude-skills
- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) |
## Source: 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 |
|---|---|---|---|
| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/geomaster) |
| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scholar-evaluation) |
| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-critical-thinking) |
| `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) |
| `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) |
| `hypogenic` | core | Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/hypogenic) |
## 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 |
|---|---|---|---|
| `geomaster` | core | Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/geomaster) |
| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scholar-evaluation) |
| `scientific-critical-thinking` | core | Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-critical-thinking) |
| `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) |
| `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) |
| `hypogenic` | core | Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/hypogenic) |
## 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) |
| `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) |
## Source: nWave-ai/nWave
- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `nw-interviewing-techniques` | core | Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-interviewing-techniques) |
| `nw-persona-jtbd-analysis` | core | Structured persona creation and JTBD analysis methodology - persona templates, ODI job step tables, pain point mapping, success metric quantification, and multi-persona segmentation | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-persona-jtbd-analysis) |
## Source: rampstackco/claude-skills
- Repository: [https://github.com/rampstackco/claude-skills](https://github.com/rampstackco/claude-skills) (commit `bc6d961`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `cro-optimization` | core | Run conversion rate optimization through hypothesis-driven testing including audit, hypothesis generation, test design, statistical analysis, and rollout decisions. Use this skill whenever the user wants to optimize conversion, run A/B … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/cro-optimization) |
| `experiment-design` | core | A discipline for designing experiments (A/B tests, multivariate, holdouts) so the results actually answer the question you asked. Hypothesis writing, sample size, duration, segment analysis, interpretation, decision-making, and the common … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/experiment-design) |
## Source: SnailSploit/Claude-Red
- Repository: [https://github.com/SnailSploit/Claude-Red](https://github.com/SnailSploit/Claude-Red) (commit `aeb41ec`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `offensive-mobile` | core | Mobile (Android + iOS) application penetration testing methodology. Covers static analysis (apktool/jadx for Android, class-dump/Hopper/IDA for iOS), dynamic instrumentation with Frida and Objection, SSL pinning bypass strategies, … | [source](https://github.com/SnailSploit/Claude-Red/tree/aeb41ec/Skills/mobile/offensive-mobile) |
## 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) |
| `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) |
| `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) |
## 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) |
| `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) |
| `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) |
## Source: zebbern/claude-code-guide
- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `regression-modeler` | core | Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language interpretation. Triggered by requests for regression modeling, fitting data, testing significance, … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/regression-modeler) |
| `ethical-hacking-methodology` | core | This skill should be used when the user asks to "learn ethical hacking", "understand penetration testing lifecycle", "perform reconnaissance", "conduct security scanning", "exploit vulnerabilities", or "write penetration test reports". It … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/ethical-hacking-methodology) |

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# Market evidence report — soil-scientist
Source: **34 real job ads** (JSearch API, countries: us 34), 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 |
|---|---|---|
| junior | 17 | 50 % |
| mid | 11 | 32 % |
| n/a | 3 | 9 % |
| senior | 2 | 6 % |
| lead | 1 | 3 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | LPile | 5 | 15 % |
| 2 | Plaxis | 5 | 15 % |
| 3 | SEEP/W | 5 | 15 % |
| 4 | Settle3 | 5 | 15 % |
| 5 | SLOPE/W | 5 | 15 % |
| 6 | AutoCAD | 4 | 12 % |
| 7 | Bluebeam | 4 | 12 % |
| 8 | GPS | 4 | 12 % |
| 9 | Microsoft Excel | 4 | 12 % |
| 10 | satellite imagery | 4 | 12 % |
| 11 | Microsoft Office | 3 | 9 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | soil classification | 10 | 29 % |
| 2 | data evaluation | 8 | 24 % |
| 3 | data analysis | 7 | 21 % |
| 4 | soil science | 7 | 21 % |
| 5 | foundation design | 6 | 18 % |
| 6 | subsurface exploration | 6 | 18 % |
| 7 | bearing capacity analysis | 5 | 15 % |
| 8 | construction observation | 5 | 15 % |
| 9 | earth support design | 5 | 15 % |
| 10 | groundwater level determination | 5 | 15 % |
| 11 | hydraulic conductivity testing | 5 | 15 % |
| 12 | pile analysis | 5 | 15 % |
| 13 | settlement analysis | 5 | 15 % |
| 14 | slope stability analysis | 5 | 15 % |
| 15 | construction inspection | 4 | 12 % |
| 16 | field work | 4 | 12 % |
| 17 | geotechnical engineering | 4 | 12 % |
| 18 | hydraulic conductivity evaluation | 4 | 12 % |
| 19 | percolation testing | 4 | 12 % |
| 20 | soil mapping | 4 | 12 % |
| 21 | subsurface investigation | 4 | 12 % |
| 22 | technical report preparation | 4 | 12 % |
| 23 | conservation planning | 3 | 9 % |
| 24 | site development | 3 | 9 % |
| 25 | soil evaluation | 3 | 9 % |
| 26 | soil investigation | 3 | 9 % |
| 27 | technical report writing | 3 | 9 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | USDA soil classification | 6 | 18 % |
| 2 | hydrogeologic study | 3 | 9 % |
| 3 | USCS classification systems | 3 | 9 % |
| 4 | USCS soil classification | 3 | 9 % |
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | report preparation | 8 | 24 % |
| 2 | field documentation preparation | 5 | 15 % |
| 3 | field exploration program performance | 5 | 15 % |
| 4 | project support | 5 | 15 % |
| 5 | submittal review | 5 | 15 % |
| 6 | mentoring | 4 | 12 % |
| 7 | boring log preparation | 3 | 9 % |
| 8 | communication with contractors | 3 | 9 % |
| 9 | construction cost estimation | 3 | 9 % |
| 10 | construction phase oversight | 3 | 9 % |
| 11 | data evaluation | 3 | 9 % |
| 12 | data management | 3 | 9 % |
| 13 | engineering analyses | 3 | 9 % |
| 14 | field data collection | 3 | 9 % |
## Regional breakdown
> **Corpus note:** 34 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
### US (us)
34 ads.
**Top hard skills:**
- soil classification — 29 % (10 ads)
- data evaluation — 24 % (8 ads)
- data analysis — 21 % (7 ads)
- soil science — 21 % (7 ads)
- foundation design — 18 % (6 ads)
- subsurface exploration — 18 % (6 ads)
- bearing capacity analysis — 15 % (5 ads)
- construction observation — 15 % (5 ads)
- earth support design — 15 % (5 ads)
- groundwater level determination — 15 % (5 ads)
**Top tools:**
- LPile — 15 % (5 ads)
- Plaxis — 15 % (5 ads)
- SEEP/W — 15 % (5 ads)
- Settle3 — 15 % (5 ads)
- SLOPE/W — 15 % (5 ads)
- AutoCAD — 12 % (4 ads)
- Bluebeam — 12 % (4 ads)
- GPS — 12 % (4 ads)
- Microsoft Excel — 12 % (4 ads)
- satellite imagery — 12 % (4 ads)
**Seniority:** junior 50 % · mid 32 % · n/a 9 % · senior 6 % · lead 3 %
### 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 |
|---|---|
| Soil Scientist - Dynamic Earth | 5 |
| Geotechnical Engineer & Soil Scientist, Entry Level; Hybrid | 4 |
| SPC Soil Scientist | 4 |
| Entry Level Geotechnical Engineer/ Soil Scientist | 3 |
| LICENSED SOIL SCIENTIST | 2 |
| Assistant Soil Scientist | 1 |
| Assistant Soil Scientist: ALC & Field Data Specialist | 1 |
| Assistant Soils Scientist | 1 |
| Entry Geotechnical Engineer/Soil Scientist — Hybrid | 1 |
| Entry-Level Geotech Engineer/Geologist/Soil Scientist (Hybrid) | 1 |
| Entry-Level Geotech Engineer/Geologist/Soil Scientist Hybrid | 1 |
| Geotechnical Soil Scientist — Field & Lab Impact | 1 |
| Licensed Soil Scientist: Onsite Wastewater Expert | 1 |
| Portal Scientist- Research Soil Scientist | 1 |
| RESOURCE SOIL SCIENTIST 21 | 1 |
| RESOURCE SOIL SCIENTIST 8 | 1 |
| Senior Soil Scientist - Agrochemicals | 1 |
| Senior Soil Scientist - Water & Wastewater Systems | 1 |
| Senior Soil Scientist & ALC Lead for Infrastructure | 1 |
| Soil and Water Conservation Scientist | 1 |
| Undergraduate Research Assistants in Soil Science | 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.

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# Occupation profile — soil scientist
- **ESCO URI:** http://data.europa.eu/esco/occupation/6a3d3d28-0ab6-49b0-9a32-697e5e104bf1
- **ESCO code:** 2133.11
- **ISCO-08 group:** 2133 — Environmental protection professionals
- **O*NET-SOC:** 19-2043.00 — Hydrologists (match: closeMatch)
## Description (ESCO)
Soil scientists research and study scientific disciplines concerning soil. They advise on how to improve soil quality to support nature, food production or human infrastructure using surveying techniques, irrigation techniques and erosion reduction measures. They make sure to conserve and restore land suffering from intense farming or human interaction.
## Definition
nan
## Alternative labels
- soil analyst
- senior soil scientist
- soil biology specialist
- soil technician
- soil wetland scientist
- soil biologist
- soil testing technician
- lead senior soil scientist
- acidity tester

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# Competences — soil scientist
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/6a3d3d28-0ab6-49b0-9a32-697e5e104bf1).
## Essential
- **advise on nature conservation** (skill/competence)
- **apply safety procedures in laboratory** (skill/competence)
- **conduct soil sample tests** (skill/competence)
- **crop production principles** (knowledge)
- **ecology** (knowledge)
- **European pesticide legislation** (knowledge)
- **gather experimental data** (skill/competence)
- **geology** (knowledge)
- **perform laboratory tests** (skill/competence)
- **scientific literature** (knowledge)
- **soil mechanics** (knowledge)
- **soil science** (knowledge)
- **soil structure** (knowledge)
- **write work-related reports** (skill/competence)
## Optional
- adjust surveying equipment (skill/competence)
- advise on fertiliser and herbicide (skill/competence)
- advise on pollution prevention (skill/competence)
- advise on soil and water protection (skill/competence)
- agricultural equipment (knowledge)
- agroforestry (knowledge)
- agronomical production principles (knowledge)
- agronomy (knowledge)
- apply sustainable tillage techniques (skill/competence)
- biology (knowledge)
- climate change impact (knowledge)
- collect samples (skill/competence)
- collect samples for analysis (skill/competence)
- conduct field work (skill/competence)
- conduct land surveys (skill/competence)
- conservation agriculture (knowledge)
- develop irrigation strategies (skill/competence)
- develop scientific research protocols (skill/competence)
- ensure soil fertility (skill/competence)
- environmental engineering (knowledge)
- environmental legislation (knowledge)
- fertilisation principles (knowledge)
- government policy (knowledge)
- habitat restoration (knowledge)
- hydrology (knowledge)
- implement biodiversity action plans (skill/competence)
- inspect agricultural fields (skill/competence)
- irrigation systems (knowledge)
- laboratory techniques (knowledge)
- liaise with crop growers (skill/competence)
- operate surveying instruments (skill/competence)
- perform scientific research (skill/competence)
- plant harvest methods (knowledge)
- plant propagation (knowledge)
- pollution prevention (knowledge)
- prepare surveying report (skill/competence)
- record survey data (skill/competence)
- surveying (knowledge)
- surveying methods (knowledge)
- sustainable agricultural production principles (knowledge)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 34 ads, as of 2026-07-19)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- soil classification — **29 %**
- data evaluation — **24 %**
- data analysis — **21 %**
- soil science — **21 %**
- subsurface exploration — **18 %**
- foundation design — **18 %**
### Methods
- USDA soil classification — **18 %**
### Responsibilities
- report preparation — **24 %**
<!-- market-evidence -->

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# Tasks & work activities — soil scientist
Source: O*NET 30.3, occupation 19-2043.00 (Hydrologists).
## Task statements
- **[Core]** Develop computer models for hydrologic predictions.
- **[Core]** Prepare written and oral reports describing research results, using illustrations, maps, appendices, and other information.
- **[Core]** Study and document quantities, distribution, disposition, and development of underground and surface waters.
- **[Core]** Coordinate and supervise the work of professional and technical staff, including research assistants, technologists, and technicians.
- **[Core]** Prepare hydrogeologic evaluations of known or suspected hazardous waste sites and land treatment and feedlot facilities.
- **[Core]** Design and conduct scientific hydrogeological investigations to ensure that accurate and appropriate information is available for use in water resource management decisions.
- **[Core]** Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.
- **[Core]** Collect and analyze water samples as part of field investigations or to validate data from automatic monitors.
- **[Core]** Apply research findings to help minimize the environmental impacts of pollution, waterborne diseases, erosion, and sedimentation.
- **[Core]** Measure and graph phenomena such as lake levels, stream flows, and changes in water volumes.
- **[Core]** Investigate complaints or conflicts related to the alteration of public waters, gathering information, recommending alternatives, informing participants of progress, and preparing draft orders.
- **[Core]** Answer questions and provide technical assistance and information to contractors or the public regarding issues such as well drilling, code requirements, hydrology, and geology.
- **[Core]** Develop or modify methods for conducting hydrologic studies.
- **[Core]** Install, maintain, and calibrate instruments such as those that monitor water levels, rainfall, and sediments.
- **[Core]** Evaluate data and provide recommendations regarding the feasibility of municipal projects, such as hydroelectric power plants, irrigation systems, flood warning systems, and waste treatment facilities.
- **[Core]** Conduct short- and long-term climate assessments and study storm occurrences.
- **[Core]** Study and analyze the physical aspects of the earth in terms of hydrological components, including atmosphere, hydrosphere, and interior structure.
- **[Core]** Conduct research and communicate information to promote the conservation and preservation of water resources.
- **[Core]** Review applications for site plans and permits and recommend approval, denial, modification, or further investigative action.
- **[Core]** Evaluate research data in terms of its impact on issues such as soil and water conservation, flood control planning, and water supply forecasting.
- **[Core]** Monitor the work of well contractors, exploratory borers, and engineers and enforce rules regarding their activities.
- **[Core]** Administer programs designed to ensure the proper sealing of abandoned wells.
- **[Core]** Investigate properties, origins, and activities of glaciers, ice, snow, and permafrost.
- **[Supplemental]** Design civil works associated with hydrographic activities and supervise their construction, installation, and maintenance.
- **[Supplemental]** Compile and evaluate hydrologic information to prepare navigational charts and maps and to predict atmospheric conditions.
## Detailed work activities
- Analyze environmental data.
- Analyze geological or geographical data.
- Apply knowledge or research findings to address environmental problems.
- Assess compliance with environmental laws.
- Calibrate scientific or technical equipment.
- Collect data about project sites.
- Collect environmental data or samples.
- Communicate results of environmental research.
- Compile geographic or related data.
- Conduct climatological research.
- Coordinate construction or installation activities.
- Design water conservation systems.
- Develop environmental research methods.
- Develop mathematical models of environmental conditions.
- Direct natural resources extraction projects.
- Evaluate civic projects or public policies.
- Maintain equipment or systems to ensure proper functioning.
- Maintain laboratory or technical equipment.
- Measure environmental characteristics.
- Order materials, supplies, or equipment.
- Plan environmental research.
- Prepare scientific or technical reports or presentations.
- Provide technical information or assistance to public.
- Record research or operational data.
- Research hydrologic features or processes.
- Research impacts of environmental conservation initiatives.
- Respond to customer problems or complaints.
- Review environmental permits, plans, or reports.
- Supervise scientific or technical personnel.

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# Tools & technology — soil scientist
Source: O*NET 30.3 'Software Skills' for 19-2043.00.
| Software | Category | Hot technology |
|---|---|---|
| The MathWorks MATLAB | Analytical or scientific software | yes |
| Autodesk AutoCAD | Computer aided design CAD software | yes |
| Autodesk AutoCAD Civil 3D | Computer aided design CAD software | yes |
| Bentley MicroStation | Computer aided design CAD software | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft Visual Basic | Development environment software | yes |
| ESRI ArcGIS software | Geographic information system | yes |
| C++ | Object or component oriented development 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 Active Server Pages ASP | Web platform development software | yes |
| Microsoft Word | Word processing software | yes |
| Argus ONE Open Numerical Environments | Analytical or scientific software | |
| Bentley Systems gINT | Analytical or scientific software | |
| Biodegration flow and transport modeling software | Analytical or scientific software | |
| Clover Technology GALENA | Analytical or scientific software | |
| Data visualization software | Analytical or scientific software | |
| EarthVision | Analytical or scientific software | |
| Electric Rain Swift 3D | Analytical or scientific software | |
| EnviroData Solutions | Analytical or scientific software | |
| Environmental Software and Services SUTRA | Analytical or scientific software | |
| Fitts Geosolutions TWODAN | Analytical or scientific software | |
| Formlink HydroGEN | Analytical or scientific software | |
| Golden Software Strater | Analytical or scientific software | |
| Groundwater modeling system GMS | Analytical or scientific software | |
| Groundwater Software QuickCross/Fence | Analytical or scientific software | |
| Groundwater Software QuickLog | Analytical or scientific software | |
| Groundwater Vistas | Analytical or scientific software | |
| HEC-1 | Analytical or scientific software | |
| HEC-2 | Analytical or scientific software | |
| HEC-HMS | Analytical or scientific software | |
| HEC-RAS | Analytical or scientific software | |
| Hydrologic simulation program fortan HSPF software | Analytical or scientific software | |
| HydroSOLVE AQTESOLV | Analytical or scientific software | |
| Laboratory information management system LIMS | Analytical or scientific software | |
| Logger data manager LDM | Analytical or scientific software | |
| Logplot software | Analytical or scientific software | |
| MLPU | Analytical or scientific software | |
| Parameter Estimation PEST | Analytical or scientific software | |
| PRINCE | Analytical or scientific software | |
| Revised universal soil loss equation RUSLE software | Analytical or scientific software | |
| RockWare ChemFlux | Analytical or scientific software | |
| RockWare Geochemist's Workbench GWB | Analytical or scientific software | |
| RockWare MODFLOW | Analytical or scientific software | |
| Scientific Software Group AQUA3D | Analytical or scientific software | |
| Scientific Software Group AquaDyn | Analytical or scientific software | |
| Scientific Software Group AQUASEA | Analytical or scientific software | |
| Scientific Software Group Aquifer win32 | Analytical or scientific software | |
| Scientific Software Group AQUIPACK | Analytical or scientific software | |
| Scientific Software Group AT123D | Analytical or scientific software | |
| Scientific Software Group BIO1D | Analytical or scientific software | |
| Scientific Software Group BIOF&T | Analytical or scientific software | |
| Scientific Software Group BIOSLURP | Analytical or scientific software | |
| Scientific Software Group BioTrends | Analytical or scientific software | |
| Scientific Software Group CHASM | Analytical or scientific software | |
| Scientific Software Group EnviroScape | Analytical or scientific software | |
| Scientific Software Group FEFLOW | Analytical or scientific software | |
| Scientific Software Group Filter Drain FD | Analytical or scientific software | |
| Scientific Software Group GFLOW | Analytical or scientific software | |
| Scientific Software Group HydroGeo Analyst | Analytical or scientific software | |
| Scientific Software Group HYDROGEOCHEM | Analytical or scientific software | |
| Scientific Software Group Infinite Extent | Analytical or scientific software | |
| Scientific Software Group MARS 2-D/3-D | Analytical or scientific software | |
| Scientific Software Group MIDUSS | Analytical or scientific software | |
| Scientific Software Group MIGRATE | Analytical or scientific software | |
| Scientific Software Group MINTEQA2 | Analytical or scientific software | |
| Scientific Software Group MOCDENSE | Analytical or scientific software | |
| Scientific Software Group MODFLOWT | Analytical or scientific software | |
| Scientific Software Group MODPUMP | Analytical or scientific software | |
| Scientific Software Group MODRET | Analytical or scientific software | |
| Scientific Software Group MOFAT | Analytical or scientific software | |
| Scientific Software Group MohrView | Analytical or scientific software | |
| Scientific Software Group MOVER | Analytical or scientific software | |
| Scientific Software Group MS-VMS | Analytical or scientific software | |
| Scientific Software Group MT3D99 | Analytical or scientific software | |
| Scientific Software Group OILVOL | Analytical or scientific software | |
| Scientific Software Group POLLUTE | Analytical or scientific software | |
| Scientific Software Group QHM | Analytical or scientific software | |
| Scientific Software Group QuickSoil | Analytical or scientific software | |
| Scientific Software Group RISC WorkBench | Analytical or scientific software | |
| Scientific Software Group SEQUENCE | Analytical or scientific software | |
| Scientific Software Group SESOIL | Analytical or scientific software | |
| Scientific Software Group SLAEM/MLAEM | Analytical or scientific software | |
| Scientific Software Group Soil Vapor Extraction BioSVE | Analytical or scientific software | |
| Scientific Software Group SOILPARA | Analytical or scientific software | |
| Scientific Software Group SOLUTRANS | Analytical or scientific software | |
| Scientific Software Group StepMaster | Analytical or scientific software | |
| Scientific Software Group SVFlux | Analytical or scientific software | |
| Scientific Software Group SVHeat | Analytical or scientific software | |
| Scientific Software Group TUFLOW | Analytical or scientific software | |
| Scientific Software Group VAM2D | Analytical or scientific software | |
| Scientific Software Group WinFlow | Analytical or scientific software | |
| Scientific Software Group WinTran | Analytical or scientific software | |
| Scientific Software GroupWinFence | Analytical or scientific software | |
| SoilVision Systems SVGrainsize | Analytical or scientific software | |
| Starpint Software Super Slug | Analytical or scientific software | |
| Surface water modeling system SMS software | Analytical or scientific software | |
| Vieux & Associates Vflow | Analytical or scientific software | |
| Visual MODFLOW Pro | Analytical or scientific software | |
| Waterloo Hydrogeologic AquaChem | Analytical or scientific software | |
| Waterloo Hydrogeologic AquiferTest Pro | Analytical or scientific software | |
| Waterloo Hydrogeologic RBC Tier 2 Analyzer | Analytical or scientific software | |
| Watershed modeling system WMS software | Analytical or scientific software | |
| GAEA Technologies WinSieve | Categorization or classification software | |
| National pollutant discharge elimination system NPDES compliance software | Compliance software | |
| Advanced Logic Technology WellCAD | Computer aided design CAD software | |
| Autodesk AutoCAD Map 3D | Computer aided design CAD software | |
| Autodesk Land Desktop | Computer aided design CAD software | |
| BOSS International Visual Groundwater | Computer aided design CAD software | |
| Carlson SurvCADD | Computer aided design CAD software | |
| Integrated Environmental Services 3D Master | Computer aided design CAD software | |
| Scientific Software Group 3DFATMIC | Computer aided design CAD software | |
| Scientific Software Group 3DFEMFAT | Computer aided design CAD software | |
| Scientific Software Group EVS | Computer aided design CAD software | |
| SEDCAD | Computer aided design CAD software | |
| ChemStat | Data base user interface and query software | |
| Database software | Data base user interface and query software | |
| EarthSoft EQuIS Geology | Data base user interface and query software | |
| GIS/Solutions GIS/Key | Data base user interface and query software | |
| Groundwater Software Visual Site Manager | Data base user interface and query software | |
| River Lake Altimetry Product | Data base user interface and query software | |
| RIVERMorph | Data base user interface and query software | |
| Satellite database software | Data base user interface and query software | |
| Scientific Software Group ChemGraph | Data base user interface and query software | |
| Scientific Software Group Enviro-Base Pro | Data base user interface and query software | |
| Scientific Software GroupWHI UnSAT Suite | Data base user interface and query software | |
| SoilVision Systems SVOFFICE | Data base user interface and query software | |
| Structure query language SQL | Data base user interface and query software | |
| Formula translation/translator FORTRAN | Development environment software | |
| Email software | Electronic mail software | |
| ESRI ArcView | Geographic information system | |
| Geographic information system GIS software | Geographic information system | |
| Geographic information system GIS systems | Geographic information system | |
| RockWare RockWorks | Geographic information system | |
| Trimble TerraSync | Geographic information system | |
| Amtec Engineering Tecplot | Graphics or photo imaging software | |
| Graphics software | Graphics or photo imaging software | |
| RockWare SieveGraph | Graphics or photo imaging software | |
| StatPoint StatGraphics Plus | Graphics or photo imaging software | |
| Web browser software | Internet browser software | |
| Geomechanical design analysis GDA software | Map creation software | |
| Golden Software Surfer | Map creation software | |
| Scientific Software Group DTM | Map creation software | |
| Scientific Software Group RMT | Map creation software | |
| Scientific Software Group SURF | Map creation software | |
| Softree Technical Systems Terrain Tools | Map creation software | |
| Trimble Pathfinder Office | Map creation software | |
| Microsoft Windows Vista Business | Operating system software | |
| EnviroInsite | Presentation software | |
| GAEA Technologies Packet ESA | Word processing software | |
| GAEA Technologies WinLog | Word processing software | |