commit 885dd2ac195b79e2d1e02b15abf038cc8de20cf8 Author: skillfactor-pipeline Date: Fri Aug 14 17:09:35 2026 +0200 feat: sociology-lecturer skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..cd72608 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — sociology-lecturer + +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 — sociology-lecturer + "ESCO (occupation & competences)" : 85 + "O*NET (tasks & tools)" : 81 + "Job boards (market evidence)" : 40 + "Anthropic official Claude skills" : 6 + "External AI skill packs (mapped)" : 158 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 85 | 23.0 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 81 | 21.9 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 40 | 10.8 % | 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 | 6 | 1.6 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 158 | 42.7 % | 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..2bac944 --- /dev/null +++ b/SKILL.md @@ -0,0 +1,61 @@ +--- +name: sociology-lecturer +description: "Occupational skill for the role 'sociology lecturer' (also: social science professor, sociology instructor, social science instructor, specialist lecturer in sociology, sociology docent, social science docent). Use when the user asks for typical sociology lecturer work such as: Mentor new faculty.; Evaluate and grade students' class work, assignments, and papers.; Prepare and deliver lectures to undergraduate or graduate students on topics such as race and ethnic relations, measurement and data collection, and workplace social relations." +--- + +# Sociology Lecturer + +Sociology lecturers are subject professors, teachers, or lecturers who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, sociology, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants for the preparation of lectures and of exams, grading papers and exams and leading review and feedback sessions for the students. They also conduct academic research in their field of sociology, publish their findings and liaise with other university colleagues. + +## Core workflow + +1. Mentor new faculty. +2. Evaluate and grade students' class work, assignments, and papers. +3. Prepare and deliver lectures to undergraduate or graduate students on topics such as race and ethnic relations, measurement and data collection, and workplace social relations. +4. Initiate, facilitate, and moderate classroom discussions. +5. Compile, administer, and grade examinations, or assign this work to others. +6. Prepare course materials, such as syllabi, homework assignments, and handouts. +7. Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences. +8. Maintain student attendance records, grades, and other required records. + +## 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 blended learning +- apply intercultural teaching strategies +- apply teaching strategies +- assess students +- communicate with a non-scientific audience +- compile course material +- curriculum objectives +- demonstrate when teaching +- develop course outline +- guarantee students' safety +- interact professionally in research and professional environments +- liaise with educational staff +- liaise with educational support staff +- manage personal professional development +- mentor individuals + +## Hot technologies + +- IBM SPSS Statistics +- SAS +- The MathWorks MATLAB +- Microsoft Outlook +- R +- Microsoft Office software +- Microsoft PowerPoint +- Microsoft Excel +- Google Docs +- Microsoft Word + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/116b4c55-5bd0-41e9-9227-98d7ecffeaf6), O*NET 30.3 (25-1067.00). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..598c7c9 --- /dev/null +++ b/manifest.json @@ -0,0 +1,238 @@ +{ + "name": "sociology-lecturer", + "title": "sociology lecturer", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/116b4c55-5bd0-41e9-9227-98d7ecffeaf6", + "esco_code": "2310.1.38", + "isco_group": "2310", + "onet_soc": "25-1067.00", + "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": 24, + "dwas": 28, + "skills_essential": 27, + "skills_optional": 57, + "software": 28 + }, + "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": 3 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 7 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 3 + }, + "pedrohcgs/claude-code-my-workflow": { + "repo": "https://github.com/pedrohcgs/claude-code-my-workflow", + "commit": "be53c12", + "license": "MIT", + "skills": 2 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 12 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 3 + }, + "K-Dense-AI/claude-scientific-skills": { + "repo": "https://github.com/K-Dense-AI/claude-scientific-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 9 + }, + "foryourhealth111-pixel/Vibe-Skills": { + "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills", + "commit": "34429a8", + "license": "Apache-2.0", + "skills": 6 + }, + "K-Dense-AI/scientific-agent-skills": { + "repo": "https://github.com/K-Dense-AI/scientific-agent-skills", + "commit": "4d97e29", + "license": "MIT", + "skills": 9 + }, + "AlpacaLabsLLC/skills-for-architects": { + "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects", + "commit": "4476576", + "license": "MIT", + "skills": 1 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 3 + }, + "nexu-io/open-design": { + "repo": "https://github.com/nexu-io/open-design", + "commit": "4b66023", + "license": "Apache-2.0", + "skills": 2 + }, + "Optim-Agent/optim-agent": { + "repo": "https://github.com/Optim-Agent/optim-agent", + "commit": "2949e55", + "license": "MIT", + "skills": 1 + }, + "muratcankoylan/Agent-Skills-for-Context-Engineering": { + "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering", + "commit": "c578e85", + "license": "MIT", + "skills": 1 + }, + "AIDevGTM/gtm-cofounder": { + "repo": "https://github.com/AIDevGTM/gtm-cofounder", + "commit": "627d901", + "license": "MIT", + "skills": 1 + }, + "JuneYaooo/nihaisha-nishi-tcm": { + "repo": "https://github.com/JuneYaooo/nihaisha-nishi-tcm", + "commit": "99d14b0", + "license": "no explicit license \u2014 referenced by link only", + "skills": 1 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 3 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "skills": 3 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 1 + }, + "Paramchoudhary/ResumeSkills": { + "repo": "https://github.com/Paramchoudhary/ResumeSkills", + "commit": "74ae19e", + "license": "MIT", + "skills": 1 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 1 + }, + "fcakyon/claude-codex-settings": { + "repo": "https://github.com/fcakyon/claude-codex-settings", + "commit": "44b7c00", + "license": "Apache-2.0", + "skills": 1 + }, + "wanshuiyin/Auto-claude-code-research-in-sleep": { + "repo": "https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep", + "commit": "eb5c9d7", + "license": "MIT", + "skills": 1 + }, + "zebbern/claude-code-guide": { + "repo": "https://github.com/zebbern/claude-code-guide", + "commit": "d2c5280", + "license": "MIT", + "skills": 1 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 1 + }, + "TakaGoto/rag-learning-academy": { + "repo": "https://github.com/TakaGoto/rag-learning-academy", + "commit": "4af45ee", + "license": "MIT", + "skills": 1 + }, + "rampstackco/claude-skills": { + "repo": "https://github.com/rampstackco/claude-skills", + "commit": "bc6d961", + "license": "MIT", + "skills": 1 + }, + "FlorianBruniaux/claude-code-ultimate-guide": { + "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide", + "commit": "5395214", + "license": "custom (see upstream LICENSE)", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 77, + "adjacent": 3 + } + }, + "provenance": { + "items": { + "esco": 85, + "onet": 81, + "jobads": 40, + "wiki_ai": 0, + "anthropic": 6, + "ai_skills": 158, + "stackx": 0 + }, + "share_percent": { + "esco": 23.0, + "onet": 21.9, + "jobads": 10.8, + "wiki_ai": 0.0, + "anthropic": 1.6, + "ai_skills": 42.7, + "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..e191bc8 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,322 @@ +# External AI agent skills — sociology-lecturer + +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) | +| `pptx` | adjacent | Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx or .potx file (even … | [source](https://github.com/anthropics/skills/tree/main/skills/pptx) | + +## 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 | +|---|---|---|---| +| `lms-configuration-administration` | core | Configure learning management system settings, user roles, course templates, gradebooks, and third-party integrations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/lms-configuration-administration) | +| `lms-admin` | core | Configure and manage Learning Management System operations including courses, enrollments, compliance training, and learning analytics | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/human-resources/skills/lms-admin) | +| `training-curriculum-designer` | core | Design training curricula and learning paths for change initiatives with competency-based learning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/business-analysis/skills/training-curriculum-designer) | + +## Source: AIDevGTM/gtm-cofounder + +- Repository: [https://github.com/AIDevGTM/gtm-cofounder](https://github.com/AIDevGTM/gtm-cofounder) (commit `627d901`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `founder-led-content` | core | Build authority by teaching the problem space, not announcing features. Use when the founder finds \"marketing\" distasteful and does none, publishes only product updates, or wants a sustainable content and GitHub-README strategy that … | [source](https://github.com/AIDevGTM/gtm-cofounder/tree/627d901/skills/14-founder-led-content) | + +## 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 | +|---|---|---|---| +| `founder-coach` | core | Personal leadership development for founders and first-time CEOs. Covers founder archetype identification, delegation frameworks, energy management, CEO calendar audits, leadership style evolution, blind spot identification, imposter … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/founder-coach) | + +## Source: AlpacaLabsLLC/skills-for-architects + +- Repository: [https://github.com/AlpacaLabsLLC/skills-for-architects](https://github.com/AlpacaLabsLLC/skills-for-architects) (commit `4476576`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `learn` | core | Guided, hands-on course teaching architects how to use Claude Code — six short modules, each built around an exercise on a bundled sandbox project (a fictional Brooklyn art museum expansion). Resumable across sessions via PROGRESS.md. Use … | [source](https://github.com/AlpacaLabsLLC/skills-for-architects/tree/4476576/skills/learn) | + +## 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 | +|---|---|---|---| +| `education-skills` | core | 7 education research skills. Trigger: pedagogical research, course design, learning analytics, assessment. Design: evidence-based teaching methods and educational measurement tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education) | +| `deep-research-skills` | core | 13 deep research & systematic reviews skills. Trigger: systematic reviews, multi-source synthesis, comprehensive literature surveys. Design: multi-step research protocols with quality assessment and evidence grading. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/deep-research) | +| `methodology-skills` | core | 13 research methodology skills. Trigger: study design, methodology selection, scientific reasoning, mentoring. Design: rigorous methods frameworks covering qualitative, quantitative, and mixed approaches. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology) | +| `post-acceptance` | core | This skill should be used when the user asks to "prepare conference presentation", "create presentation slides", "design poster", "make academic poster", "write promotion content", "create Twitter thread", or mentions post-acceptance … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/33-Galaxy-Dawn-claude-scholar/skills/post-acceptance) | +| `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) | +| `openalex` | core | Use when the user asks about academic literature, research papers, scholarly works, authors, citations, institutions, journals, or any academic metadata. Trigger when users want to search for papers, find author profiles, track citations, … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/59-shiquda-openalex-skill/openalex) | +| `paper-review-skills` | core | 8 peer review skills. Trigger: reviewing manuscripts, comparing papers, quality assessment. Design: systematic review criteria, evaluation rubrics, and automated review tools. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/paper-review) | + +## 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 | +|---|---|---|---| +| `moodle-external-api-development` | core | Create custom external web service APIs for Moodle LMS. Use when implementing web services for course management, user tracking, quiz operations, or custom plugin functionality. Covers parameter validation, database operations, error … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/moodle-external-api-development) | +| `academic-cv-builder` | core | Format CVs for academic positions, including publications, grants, teaching, and research experience. Use when the user mentions academic CV, faculty job, tenure-track, postdoc, PhD, research position, or needs to list publications, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/career/academic-cv-builder) | +| `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-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) | +| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) | +| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/market-research-reports) | +| `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) | +| `clinical-decision-support` | core | Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/clinical-decision-support) | +| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/openalex-database) | +| `research-engineer` | core | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical correctness, formal verification, and optimal implementation across any required technology. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/research-engineer) | +| `scientific-brainstorming` | core | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research gaps, for creative scientific problem-solving. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-brainstorming) | +| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1) create section outlines with key points using research-lookup, (2) convert to flowing … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/scientific-writing) | + +## Source: fcakyon/claude-codex-settings + +- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `paper-search-usage` | core | This skill should be used when user asks to "search for papers", "find research papers", "search arXiv", "search PubMed", "find academic papers", "search IEEE", "search Scopus", or "look up scientific literature". | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/paper-search-tools/skills/paper-search-usage) | + +## Source: FlorianBruniaux/claude-code-ultimate-guide + +- Repository: [https://github.com/FlorianBruniaux/claude-code-ultimate-guide](https://github.com/FlorianBruniaux/claude-code-ultimate-guide) (commit `5395214`, retrieved 2026-07-14) +- License: custom (see upstream LICENSE) + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `talk-pipeline` | core | Orchestrates the complete talk preparation pipeline from raw material to revision sheets, running 6 stages in sequence with human-in-the-loop checkpoints for REX or Concept mode talks. Use when starting a new talk pipeline, resuming a … | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/talk-pipeline/orchestrator) | + +## 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-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) | +| `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) | +| `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) | +| `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) | +| `openalex-database` | core | Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/openalex-database) | +| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) | + +## 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 | +|---|---|---|---| +| `academic-cv-builder` | core | Format CVs for academic positions with publications, grants, and teaching | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/academic-cv-builder) | + +## 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 | +|---|---|---|---| +| `speak-data-handling` | core | Handle student audio data, assessment records, and learning progress with GDPR/COPPA compliance. Use when implementing data handling, or managing Speak language learning platform operations. Trigger with phrases like "speak data handling", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-data-handling) | +| `speak-enterprise-rbac` | core | Configure Speak for schools and organizations: SSO, teacher/student roles, class management, and usage reporting. Use when implementing enterprise rbac, or managing Speak language learning platform operations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-enterprise-rbac) | +| `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) | + +## Source: JuneYaooo/nihaisha-nishi-tcm + +- Repository: [https://github.com/JuneYaooo/nihaisha-nishi-tcm](https://github.com/JuneYaooo/nihaisha-nishi-tcm) (commit `99d14b0`, retrieved 2026-07-14) +- License: no explicit license — referenced by link only + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `nihaisha` | core | Use this skill when the user asks about Ni Haisha / 倪海厦 TCM course material, especially Shang Han Lun / 伤寒论, Jingui / 金匮要略, Zhongjing Xinfa / 仲景心法, clinical cases / 临床案例 / 倪师医案, Bagang Bianzheng / 八纲辨证, Fuyang Forum / 扶阳论坛, Yijinjing / … | [source](https://github.com/JuneYaooo/nihaisha-nishi-tcm/tree/99d14b0) | + +## 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/market-research-reports) | +| `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) | +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) | +| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/research-lookup) | +| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-brainstorming) | +| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/scientific-writing) | + +## 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `market-research-reports` | core | Generate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX formatting, extensive visual generation with scientific-schematics and generate-image, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/market-research-reports) | +| `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) | +| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) | +| `research-lookup` | core | Look up current research and scientific information across three backends: fast web search via parallel-cli (default), the Parallel Chat API for deep multi-source synthesis, and Perplexity sonar-pro-search for scholarly paper searches. … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/research-lookup) | +| `scientific-brainstorming` | core | Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-brainstorming) | +| `scientific-writing` | core | Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/scientific-writing) | + +## 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 | +|---|---|---|---| +| `teaching-lesson-plan` | core | Design a structured lesson plan for any subject, audience, or format. Use when asked to write a lesson plan, course outline, teaching session, workshop curriculum, or training module. Produces a complete lesson plan with learning … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-cross/skills/teaching-lesson-plan) | +| `lesson-plan` | core | Build a complete, standards-aligned lesson plan with clear objectives, a timed activity sequence, differentiation, and assessment. Use when asked to write a lesson plan, plan a class or lesson, design a teaching session, or structure … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/lesson-plan) | +| `student-feedback` | core | Write constructive, specific feedback on student work that motivates and tells the student exactly how to improve. Use when asked to give feedback on a student's work, write grading comments, respond to an essay or assignment, or coach a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/student-feedback) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `analyzing-macro-malware-in-office-documents` | core | Analyzes malicious VBA macros embedded in Microsoft Office documents (Word, Excel, PowerPoint) to identify download cradles, payload execution, persistence mechanisms, and anti-analysis techniques. Uses olevba, oledump, and VBA … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-macro-malware-in-office-documents) | + +## Source: muratcankoylan/Agent-Skills-for-Context-Engineering + +- Repository: [https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) (commit `c578e85`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `digital-brain` | core | This skill should be used for personal operating-system workflows: content creation, voice consistency, relationship lookup, meeting preparation, weekly review, goal tracking, personal brand management, and network management. | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/examples/digital-brain-skill) | + +## 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 | +|---|---|---|---| +| `deck-open-slide-canvas` | core | Open Design's architecture review: the local daemon + agent-runtime design, the tradeoffs, and the decision to lock. Built as a decision-grade product management deck for staff eng, tech leads, security. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/deck-open-slide-canvas) | +| `hps-true-blueprint` | core | Open Design's engineering blueprint: how the sandbox, sidecar, and daemon fit — the system diagram and the invariants. Built as a decision-grade product management deck for engineering org. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/hps-true-blueprint) | + +## Source: Optim-Agent/optim-agent + +- Repository: [https://github.com/Optim-Agent/optim-agent](https://github.com/Optim-Agent/optim-agent) (commit `2949e55`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `optim-agent` | core | Use when the user wants to optimize configurable system parameters against a measurable scalar objective, especially for model training, inference, quantitative strategies, reinforcement learning, scientific workflows, or other expensive … | [source](https://github.com/Optim-Agent/optim-agent/tree/2949e55) | + +## Source: Paramchoudhary/ResumeSkills + +- Repository: [https://github.com/Paramchoudhary/ResumeSkills](https://github.com/Paramchoudhary/ResumeSkills) (commit `74ae19e`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `academic-cv-builder` | core | Format CVs for academic positions with publications, grants, and teaching | [source](https://github.com/Paramchoudhary/ResumeSkills/tree/74ae19e/skills/academic-cv-builder) | + +## 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 | +|---|---|---|---| +| `respond-to-eval` | core | Turn student course evaluations (free-text + numeric) into an actionable teaching-improvement plan — the teaching analogue of /respond-to-referees. Clusters comments into themes, separates signal from noise, classifies each theme Keep / … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/respond-to-eval) | +| `teach-from-paper` | core | Turn a research paper into teaching materials — a lecture outline, the 3-5 results worth presenting (with intuition), a slide skeleton ready for `/create-lecture`, discussion questions, and a problem-set brief. Reads the paper end-to-end … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/teach-from-paper) | + +## 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 | +|---|---|---|---| +| `quiz-and-assessment-design` | core | Designing quizzes, personality assessments, and recommendation tools that segment users into actionable categories rather than generating clicks for clicks' sake. Question architecture, scoring algorithms, result categorization, … | [source](https://github.com/rampstackco/claude-skills/tree/bc6d961/skills/quiz-and-assessment-design) | + +## Source: ruvnet/claude-code-flow + +- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/hooks-automation) | +| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/memory-management) | +| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `Hooks Automation` | core | Automated coordination, formatting, and learning from Claude Code operations using intelligent hooks with MCP integration. Includes pre$post task hooks, session management, Git integration, memory coordination, and neural pattern training … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/hooks-automation) | +| `memory-management` | core | AgentDB memory system with HNSW vector search. Provides 150x-12,500x faster pattern retrieval, persistent storage, and semantic search capabilities for learning and knowledge management. Use when: need to store successful patterns, … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/memory-management) | +| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) | + +## Source: TakaGoto/rag-learning-academy + +- Repository: [https://github.com/TakaGoto/rag-learning-academy](https://github.com/TakaGoto/rag-learning-academy) (commit `4af45ee`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `fix` | core | Diagnose and fix your RAG pipeline — skip the teaching, get to the answer | [source](https://github.com/TakaGoto/rag-learning-academy/tree/4af45ee/.claude/skills/fix) | + +## 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) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..189bf08 --- /dev/null +++ b/references/market.md @@ -0,0 +1,75 @@ +# Market evidence report — sociology-lecturer + +Source: **14 real job ads** (JSearch API, countries: us 14), 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 | +|---|---|---| +| n/a | 13 | 93 % | +| mid | 1 | 7 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | curriculum development | 4 | 29 % | +| 2 | teaching | 4 | 29 % | +| 3 | sociology teaching | 3 | 21 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | course instruction | 4 | 29 % | +| 2 | undergraduate course delivery | 3 | 21 % | + +## Regional breakdown + +> **Corpus note:** 14 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** — 14 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 | +|---|---| +| Adjunct in Sociology | 1 | +| Adjunct Sociology Faculty (Part-Time) - Introduction to Sociology | 1 | +| Full-Time Non-Tenure Track (FTNTT) Instructor - Sociology | 1 | +| LECTURER — SOCIOLOGY (COUNSELING MINOR) | 1 | +| Lecturer in Sociology - McDaniel College | 1 | +| Lecturer of Sociology | 1 | +| Lecturer, SACJ (Sociology, Anthropology & Criminal Justice) | 1 | +| Part Time - Sociology - Adjunct Lecturer | 1 | +| Part Time Faculty for Sociology | 1 | +| Part-Time Adjunct Teaching Faculty - Sociology & Criminology | 1 | +| Part-Time Lecturer - Sociology and Anthropology 21 | 1 | +| Part-Time Sociology Instructor; Per-Course Criminal Justice | 1 | +| Part-Time Sociology Lecturer | Research‑Focused Teaching | 1 | +| Sociology Adjunct Instructor | 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..edffa80 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,39 @@ +# Occupation profile — sociology lecturer + +- **ESCO URI:** http://data.europa.eu/esco/occupation/116b4c55-5bd0-41e9-9227-98d7ecffeaf6 +- **ESCO code:** 2310.1.38 +- **ISCO-08 group:** 2310 — University and higher education teachers +- **O*NET-SOC:** 25-1067.00 — Sociology Teachers, Postsecondary (match: exactMatch) + +## Description (ESCO) + +Sociology lecturers are subject professors, teachers, or lecturers who instruct students who have obtained an upper secondary education diploma in their own specialised field of study, sociology, which is predominantly academic in nature. They work with their university research assistants and university teaching assistants for the preparation of lectures and of exams, grading papers and exams and leading review and feedback sessions for the students. They also conduct academic research in their field of sociology, publish their findings and liaise with other university colleagues. + +## Definition + +nan + +## Alternative labels + +- social science professor +- sociology instructor +- social science instructor +- specialist lecturer in sociology +- sociology docent +- social science docent +- university sociology lecturer +- lecturer of sociology +- social science lecturer +- instructor in sociology +- social science teacher +- sociology lector +- lecturer of social science +- lecturer in social science +- sociology teacher +- social science lector +- senior lecturer in sociology +- higher education sociology teacher +- social sciences lector +- lecturer in sociology +- professor of sociology +- sociology professor diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..61cd370 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,120 @@ +# Competences — sociology lecturer + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/116b4c55-5bd0-41e9-9227-98d7ecffeaf6). + +## Essential + +- **apply blended learning** (skill/competence) +- **apply intercultural teaching strategies** (skill/competence) +- **apply teaching strategies** (skill/competence) +- **assess students** (skill/competence) +- **communicate with a non-scientific audience** (skill/competence) +- **compile course material** (skill/competence) +- **curriculum objectives** (knowledge) +- **demonstrate when teaching** (skill/competence) +- **develop course outline** (skill/competence) +- **guarantee students' safety** (skill/competence) +- **interact professionally in research and professional environments** (skill/competence) +- **liaise with educational staff** (skill/competence) +- **liaise with educational support staff** (skill/competence) +- **manage personal professional development** (skill/competence) +- **mentor individuals** (skill/competence) +- **monitor developments in field of expertise** (skill/competence) +- **monitor sociological trends** (skill/competence) +- **perform classroom management** (skill/competence) +- **prepare lesson content** (skill/competence) +- **promote the participation of citizens in scientific and research activities** (skill/competence) +- **sociology** (knowledge) +- **study human societies** (skill/competence) +- **synthesise information** (skill/competence) +- **teach in academic or vocational contexts** (skill/competence) +- **teach sociology** (skill/competence) +- **think abstractly** (skill/competence) +- **write work-related reports** (skill/competence) + +## Optional + +- apply for research funding (skill/competence) +- apply research ethics and scientific integrity principles in research activities (skill/competence) +- assessment processes (knowledge) +- assist in the organisation of school events (skill/competence) +- assist students in their learning (skill/competence) +- assist students with equipment (skill/competence) +- assist students with their dissertation (skill/competence) +- communication studies (knowledge) +- conduct qualitative research (skill/competence) +- conduct quantitative research (skill/competence) +- conduct research across disciplines (skill/competence) +- conduct scholarly research (skill/competence) +- demography (knowledge) +- demonstrate disciplinary expertise (skill/competence) +- develop learning curriculum (skill/competence) +- develop professional network with researchers and scientists (skill/competence) +- discuss research proposals (skill/competence) +- disseminate results to the scientific community (skill/competence) +- draft scientific or academic papers and technical documentation (skill/competence) +- establish collaborative relations (skill/competence) +- evaluate research activities (skill/competence) +- facilitate teamwork between students (skill/competence) +- funding methods (knowledge) +- gender studies (knowledge) +- increase the impact of science on policy and society (skill/competence) +- integrate gender dimension in research (skill/competence) +- keep records of attendance (skill/competence) +- learning difficulties (knowledge) +- manage findable accessible interoperable and reusable data (skill/competence) +- manage intellectual property rights (skill/competence) +- manage open publications (skill/competence) +- manage research data (skill/competence) +- manage resources for educational purposes (skill/competence) +- monitor educational developments (skill/competence) +- operate open source software (skill/competence) +- participate in scientific colloquia (skill/competence) +- perform project management (skill/competence) +- perform scientific research (skill/competence) +- present reports (skill/competence) +- promote open innovation in research (skill/competence) +- promote the transfer of knowledge (skill/competence) +- provide career counselling (skill/competence) +- provide lesson materials (skill/competence) +- provide technical expertise (skill/competence) +- publish academic research (skill/competence) +- research human behaviour (skill/competence) +- scientific research methodology (knowledge) +- serve on academic committee (skill/competence) +- social network analysis (knowledge) +- speak different languages (skill/competence) +- statistics (knowledge) +- study human population (skill/competence) +- supervise doctoral students (skill/competence) +- supervise educational staff (skill/competence) +- university procedures (knowledge) +- work with virtual learning environments (skill/competence) +- write scientific publications (skill/competence) + + + +## Market evidence (job-ad analysis, 14 ads, as of 2026-07-19) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- curriculum development — **29 %** +- teaching — **29 %** +- sociology teaching — **21 %** +- student advising — **14 %** +- student assessment — **14 %** +- course instruction — **14 %** +- scholarly research — **14 %** + +### Responsibilities + +- course instruction — **29 %** +- undergraduate course delivery — **21 %** +- classroom instruction — **14 %** +- graduate course delivery — **14 %** +- student assessment — **14 %** +- syllabus creation — **14 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..d8bd34a --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,61 @@ +# Tasks & work activities — sociology lecturer + +Source: O*NET 30.3, occupation 25-1067.00 (Sociology Teachers, Postsecondary). + +## Task statements + +- **[Core]** Mentor new faculty. +- **[Core]** Evaluate and grade students' class work, assignments, and papers. +- **[Core]** Prepare and deliver lectures to undergraduate or graduate students on topics such as race and ethnic relations, measurement and data collection, and workplace social relations. +- **[Core]** Initiate, facilitate, and moderate classroom discussions. +- **[Core]** Compile, administer, and grade examinations, or assign this work to others. +- **[Core]** Prepare course materials, such as syllabi, homework assignments, and handouts. +- **[Core]** Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences. +- **[Core]** Maintain student attendance records, grades, and other required records. +- **[Core]** Maintain regularly scheduled office hours to advise and assist students. +- **[Core]** Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction. +- **[Core]** Advise students on academic and vocational curricula and on career issues. +- **[Core]** Collaborate with colleagues to address teaching and research issues. +- **[Core]** Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media. +- **[Core]** Select and obtain materials and supplies, such as textbooks and laboratory equipment. +- **[Core]** Supervise undergraduate or graduate teaching, internship, and research work. +- **[Core]** Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues. +- **[Core]** Participate in student recruitment, registration, and placement activities. +- **[Core]** Supervise students' laboratory and field work. +- **[Core]** Write grant proposals to procure external research funding. +- **[Core]** Compile bibliographies of specialized materials for outside reading assignments. +- **[Supplemental]** Perform administrative duties, such as serving as department head. +- **[Supplemental]** Act as advisers to student organizations. +- **[Supplemental]** Participate in campus and community events. +- **[Supplemental]** Provide professional consulting services to government or industry. + +## Detailed work activities + +- Administer tests to assess educational needs or progress. +- Advise educators on curricula, instructional methods, or policies. +- Advise others on career or personal development. +- Advise students on academic or career matters. +- Attend training sessions or professional meetings to develop or maintain professional knowledge. +- Compile specialized bibliographies or lists of materials. +- Develop instructional materials. +- Develop instructional objectives. +- Direct department activities. +- Evaluate effectiveness of educational programs. +- Evaluate student work. +- Guide class discussions. +- Maintain student records. +- Order instructional or library materials or equipment. +- Perform student enrollment or registration activities. +- Plan community programs or activities for the general public. +- Prepare tests. +- Promote educational institutions or programs. +- Research topics in area of expertise. +- Select educational materials or equipment. +- Serve on institutional or departmental committees. +- Stay informed about current developments in field of specialization. +- Supervise laboratory work. +- Supervise student research or internship work. +- Support the professional development of others. +- Teach social science courses at the college level. +- Write articles, books or other original materials in area of expertise. +- Write grant proposals. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..8613dbd --- /dev/null +++ b/references/tools.md @@ -0,0 +1,34 @@ +# Tools & technology — sociology lecturer + +Source: O*NET 30.3 'Software Skills' for 25-1067.00. + +| 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 | +| Microsoft Outlook | Electronic mail 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 | +| Google Docs | Word processing software | yes | +| Microsoft Word | Word processing software | yes | +| Centre for Multilevel Modeling MLwiN | Analytical or scientific software | | +| Econometric Software LIMDEP | Analytical or scientific software | | +| Muthen & Muthen Mplus | Analytical or scientific software | | +| Scientific Software International HLM | Analytical or scientific software | | +| Social network analysis software | Analytical or scientific software | | +| StataCorp Stata | Analytical or scientific software | | +| Blackboard Learn | Computer based training software | | +| Course management system software | Computer based training software | | +| Desire2Learn LMS software | Computer based training software | | +| Learning management system LMS | Computer based training software | | +| Sakai CLE | Computer based training software | | +| Blackboard software | Data base user interface and query software | | +| Email software | Electronic mail software | | +| DOC Cop | Information retrieval or search software | | +| iParadigms Turnitin | Information retrieval or search software | | +| Web browser software | Internet browser software | | +| Image scanning software | Optical character reader OCR or scanning software | | +| Collaborative editing software | Word processing software | |