feat: media-scientist skill package v0.1.0

2026-08-14 17:36:47 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — media-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':'#d97757','pie4':'#8e24aa','pieOuterStrokeWidth':'0px','pieSectionTextColor':'#fff'}}}%%
+pie showData
+    title Content sources — media-scientist
+    "ESCO (occupation & competences)" : 77
+    "O*NET (tasks & tools)" : 71
+    "Anthropic official Claude skills" : 5
+    "External AI skill packs (mapped)" : 135
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 77 | 26.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 71 | 24.7 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 0 | 0.0 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 5 | 1.7 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 135 | 46.9 % | 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).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,61 @@
+---
+name: media-scientist
+description: "Occupational skill for the role 'media scientist' (also: media science researcher, media studies scholar, media research analyst, media research scientist, media analyst, media anthropologist). Use when the user asks for typical media scientist work such as: Present research findings at professional meetings.; Explain sociological research to the general public.; Write grants to obtain funding for research projects."
+---
+
+# Media Scientist
+
+Media scientists research the role and impact that media has on the society. They observe and document the usage of different kinds of media such as newspapers, radio and TV and the response from society.
+
+## Core workflow
+
+1. Present research findings at professional meetings.
+2. Explain sociological research to the general public.
+3. Write grants to obtain funding for research projects.
+4. Prepare publications and reports containing research findings.
+5. Analyze and interpret data to increase the understanding of human social behavior.
+6. Plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.
+7. Collect data about the attitudes, values, and behaviors of people in groups, using observation, interviews, and review of documents.
+8. Develop, implement, and evaluate methods of data collection, such as questionnaires or interviews.
+
+## How to use this skill
+
+- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
+- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
+- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
+- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
+- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
+
+## Key competences (essential)
+
+- apply for research funding
+- apply research ethics and scientific integrity principles in research activities
+- apply scientific methods
+- communicate with a non-scientific audience
+- communication studies
+- conduct research across disciplines
+- consult information sources
+- copyright legislation
+- demonstrate disciplinary expertise
+- develop professional network with researchers and scientists
+- digital media
+- disseminate results to the scientific community
+- draft scientific or academic papers and technical documentation
+- ethical code of conduct of journalists
+- evaluate research activities
+
+## Hot technologies
+
+- IBM SPSS Statistics
+- SAS
+- Salesforce software
+- Microsoft Access
+- Adobe Acrobat
+- Microsoft Outlook
+- SAP software
+- ESRI ArcGIS software
+- Adobe Photoshop
+- R
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/19db5ad1-ffbf-41a0-8746-d3878f0d5dbd), O*NET 30.3 (19-3041.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,190 @@
+{
+  "name": "media-scientist",
+  "title": "media scientist",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/19db5ad1-ffbf-41a0-8746-d3878f0d5dbd",
+    "esco_code": "2632.1.2",
+    "isco_group": "2632",
+    "onet_soc": "19-3041.00",
+    "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": 15,
+    "dwas": 16,
+    "skills_essential": 43,
+    "skills_optional": 33,
+    "software": 39
+  },
+  "enrichment_ai_skills": {
+    "generated": "2026-07-14",
+    "method": "deterministic mapping (ISCO prefix + title/competence keywords)",
+    "sources": {
+      "anthropics/skills": {
+        "repo": "https://github.com/anthropics/skills",
+        "commit": "f6656c1",
+        "license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
+        "skills": 2
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 12
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 12
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 12
+      },
+      "fcakyon/claude-codex-settings": {
+        "repo": "https://github.com/fcakyon/claude-codex-settings",
+        "commit": "44b7c00",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 10
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 12
+      },
+      "staruhub/ClaudeSkills": {
+        "repo": "https://github.com/staruhub/ClaudeSkills",
+        "commit": "3d4045d",
+        "license": "MIT",
+        "skills": 1
+      },
+      "open-gitagent/opengap": {
+        "repo": "https://github.com/open-gitagent/opengap",
+        "commit": "d7a8e2e",
+        "license": "MIT",
+        "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": 3
+      },
+      "OpenRaiser/NanoResearch": {
+        "repo": "https://github.com/OpenRaiser/NanoResearch",
+        "commit": "7144364",
+        "license": "MIT",
+        "skills": 2
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 2
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 2
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 2
+      },
+      "makenotion/claude-code-notion-plugin": {
+        "repo": "https://github.com/makenotion/claude-code-notion-plugin",
+        "commit": "9847f2a",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rohitg00/pro-workflow": {
+        "repo": "https://github.com/rohitg00/pro-workflow",
+        "commit": "5c313e2",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "rohitg00/skillkit": {
+        "repo": "https://github.com/rohitg00/skillkit",
+        "commit": "d2e5c34",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 78,
+      "adjacent": 2
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 77,
+      "onet": 71,
+      "jobads": 0,
+      "wiki_ai": 0,
+      "anthropic": 5,
+      "ai_skills": 135,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 26.7,
+      "onet": 24.7,
+      "jobads": 0.0,
+      "wiki_ai": 0.0,
+      "anthropic": 1.7,
+      "ai_skills": 46.9,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,258 @@
+# External AI agent skills — media-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: 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 |
+|---|---|---|---|
+| `elicit-research-assistant` | core | AI-assisted literature review for question-answering over papers and evidence synthesis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/scientific-discovery/skills/elicit-research-assistant) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `claude-scientific-guide` | core | Ready-to-use agent skills for scientific research and engineering | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/claude-scientific-guide) |
+| `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) |
+| `hud` | core | Diverga HUD (Heads-Up Display) management skill. Configure and manage the research project statusline display. Supports multiple presets: research, checkpoint, memory, minimal. Triggers: "hud", "statusline", "display settings | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/25-HosungYou-Diverga/skills/hud) |
+| `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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/03-K-Dense-AI-claude-scientific-skills/literature-review) |
+| `action-research-guide` | core | Design and conduct action research and participatory studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/action-research-guide) |
+| `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) |
+| `qualitative-research-guide` | core | Design and conduct qualitative research using grounded theory and case studies | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/research/methodology/qualitative-research-guide) |
+| `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) |
+| `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) |
+| `core-api-guide` | core | Search and retrieve open access research papers via CORE aggregator | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/literature/fulltext/core-api-guide) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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-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) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/venue-templates) |
+| `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) |
+| `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-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) |
+| `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) |
+| `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-lookup` | core | Look up current research information using Perplexity's Sonar Pro Search or Sonar Reasoning Pro models through OpenRouter. Automatically selects the best model based on query complexity. Search academic papers, recent studies, technical … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/research-lookup) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/literature-review) |
+
+## Source: fcakyon/claude-codex-settings
+
+- Repository: [https://github.com/fcakyon/claude-codex-settings](https://github.com/fcakyon/claude-codex-settings) (commit `44b7c00`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `paper-search-usage` | core | This skill should be used when user asks to "search for papers", "find research papers", "search arXiv", "search PubMed", "find academic papers", "search IEEE", "search Scopus", or "look up scientific literature". | [source](https://github.com/fcakyon/claude-codex-settings/tree/44b7c00/plugins/paper-search-tools/skills/paper-search-usage) |
+
+## Source: foryourhealth111-pixel/Vibe-Skills
+
+- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `scientific-brainstorming` | core | Open-ended scientific ideation partner. Use for research gaps, mechanism exploration, interdisciplinary connections, assumptions, possible research directions, and lightweight literature matrix or A+B paper-combination idea mapping. For … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-brainstorming) |
+| `scientific-reporting` | core | Write research/technical reports with strong structure + figure standards. Supports Markdown/HTML/PDF outputs (Quarto optional), executive summary, methods, results, discussion, and reproducibility appendix. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-reporting) |
+| `slides-as-code` | core | Build research slides with text-first source (Slidev/Marp/Reveal/Quarto) and reproducible export (PDF). Includes structure, figure reuse rules, and quality checklist for top-tier scientific presentations. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/slides-as-code) |
+| `scientific-slides` | core | Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research presentations, thesis defense slides, or any scientific talk. Provides slide structure, design … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scientific-slides) |
+| `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) |
+| `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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/literature-review) |
+| `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) |
+| `citation-management` | core | Comprehensive citation management for academic research. Resolve bibliographic identifiers, extract accurate metadata, validate citations, deduplicate references, and generate properly formatted BibTeX entries. This skill should be used … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/citation-management) |
+| `perplexity-search` | core | Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/perplexity-search) |
+
+## Source: K-Dense-AI/claude-scientific-skills
+
+- Repository: [https://github.com/K-Dense-AI/claude-scientific-skills](https://github.com/K-Dense-AI/claude-scientific-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/latex-posters) |
+| `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) |
+| `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-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) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/venue-templates) |
+| `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) |
+| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/autoskill) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/exa-search) |
+| `scientific-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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/literature-review) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/claude-scientific-skills/tree/4d97e29/skills/citation-management) |
+| `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) |
+
+## Source: K-Dense-AI/scientific-agent-skills
+
+- Repository: [https://github.com/K-Dense-AI/scientific-agent-skills](https://github.com/K-Dense-AI/scientific-agent-skills) (commit `4d97e29`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `latex-posters` | core | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/latex-posters) |
+| `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) |
+| `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-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) |
+| `venue-templates` | core | Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/venue-templates) |
+| `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) |
+| `autoskill` | core | Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills (or composition recipes that chain existing ones) for the patterns not yet covered. Use … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/autoskill) |
+| `exa-search` | core | Web toolkit powered by Exa, tuned for scientific and technical content. Use this skill when the user needs to search the web or fetch/extract URL content. Covers: web search (semantic lookups, research, current info — with optional … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/exa-search) |
+| `scientific-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) |
+| `literature-review` | core | Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/literature-review) |
+| `citation-management` | core | Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to … | [source](https://github.com/K-Dense-AI/scientific-agent-skills/tree/4d97e29/skills/citation-management) |
+| `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) |
+
+## Source: makenotion/claude-code-notion-plugin
+
+- Repository: [https://github.com/makenotion/claude-code-notion-plugin](https://github.com/makenotion/claude-code-notion-plugin) (commit `9847f2a`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `notion-research-documentation` | core | Searches across your Notion workspace, synthesizes findings from multiple pages, and creates comprehensive research documentation saved as new Notion pages. Turns scattered information into structured reports with proper citations and … | [source](https://github.com/makenotion/claude-code-notion-plugin/tree/9847f2a/skills/notion/research-documentation) |
+
+## 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 |
+|---|---|---|---|
+| `literature-review` | core | Structure and write a literature review for any research topic. Use when asked to write a literature review, systematic review summary, narrative review, or research background section. Produces a structured review with thematic … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/literature-review) |
+| `research-protocol` | core | Write a structured research protocol or study design document. Use when asked to write a research protocol, study protocol, research plan, methodology section, or research proposal. Produces a complete protocol with objectives, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-research/skills/research-protocol) |
+
+## 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 |
+|---|---|---|---|
+| `kami-deck` | core | A lab-meeting deck on gut-microbiome links to sleep quality — the design, the results, the caveats, and the next experiment. Built as a decision-grade academic research deck for lab group, PI. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/kami-deck) |
+
+## Source: open-gitagent/opengap
+
+- Repository: [https://github.com/open-gitagent/opengap](https://github.com/open-gitagent/opengap) (commit `d7a8e2e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `research` | core | Researches a topic by breaking it into subtopics, gathering factual information with reasoning, and producing a structured summary with key findings and open questions. Use when the user asks to research, investigate, look up, summarize a … | [source](https://github.com/open-gitagent/opengap/tree/d7a8e2e/examples/lyzr-agent/skills/research) |
+
+## Source: OpenRaiser/NanoResearch
+
+- Repository: [https://github.com/OpenRaiser/NanoResearch](https://github.com/OpenRaiser/NanoResearch) (commit `7144364`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `academic-plotting` | core | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/academic-plotting) |
+| `ml-paper-writing` | core | Write publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready … | [source](https://github.com/OpenRaiser/NanoResearch/tree/7144364/skills/vendor-ai-research/ml-paper-writing) |
+
+## Source: Orchestra-Research/AI-research-SKILLs
+
+- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `academic-plotting` | core | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/academic-plotting) |
+| `ml-paper-writing` | core | Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. For systems venues (OSDI, NSDI, … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/ml-paper-writing) |
+
+## Source: rohitg00/pro-workflow
+
+- Repository: [https://github.com/rohitg00/pro-workflow](https://github.com/rohitg00/pro-workflow) (commit `5c313e2`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `survey-generator` | core | Compile a structured literature survey on any AI/ML topic. Agent curates a research bundle (taxonomy + sections + bibliography of real papers) from a public anchor resource, then a chosen LLM generates the survey artifact. Output target is … | [source](https://github.com/rohitg00/pro-workflow/tree/5c313e2/skills/survey-generator) |
+
+## Source: rohitg00/skillkit
+
+- Repository: [https://github.com/rohitg00/skillkit](https://github.com/rohitg00/skillkit) (commit `d2e5c34`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `task-decomposition` | core | Breaks down complex software, writing, or research tasks into small, atomic, independently completable units with dependency graphs and milestone breakdowns. Use when the user asks to plan a project, decompose a feature, create subtasks, … | [source](https://github.com/rohitg00/skillkit/tree/d2e5c34/packages/core/src/methodology/packs/planning/task-decomposition) |
+
+## Source: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+
+## Source: staruhub/ClaudeSkills
+
+- Repository: [https://github.com/staruhub/ClaudeSkills](https://github.com/staruhub/ClaudeSkills) (commit `3d4045d`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Use this skill when the user wants an evidence-based research memo, literature review, market/policy/technical landscape, or a multi-source decision brief with citations, trade-offs, and a clear conclusion. Best for tasks that need … | [source](https://github.com/staruhub/ClaudeSkills/tree/3d4045d/skills/Geek-skills-deep-research) |
+
+## 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) |
+| `gemini-search` | core | Search research papers via Gemini for broad literature discovery. Use when user says "gemini search", "gemini papers", "search with gemini", or wants AI-powered literature discovery beyond arXiv/Semantic Scholar indexes. | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/gemini-search) |
+| `research-wiki` | core | Persistent research knowledge base that accumulates papers, ideas, experiments, claims, and their relationships across the entire research lifecycle. Inspired by Karpathy's LLM Wiki pattern. Use when user says \"知识库\", \"research wiki\", … | [source](https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/eb5c9d7/skills/research-wiki) |
+
+## Source: zechenzhangAGI/AI-research-SKILLs
+
+- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `academic-plotting` | core | Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system components and relationships to generate architecture diagrams via Gemini. Given experiment results or data, … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/academic-plotting) |
+| `ml-paper-writing` | core | Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. For systems venues (OSDI, NSDI, … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/20-ml-paper-writing/ml-paper-writing) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,121 @@
+# Berufsbild (Deutschland) — Medienwissenschaftler/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 58755,
+> KldB 2010: B 91244 · via öffentliche BERUFENET-API,
+> abgerufen 2026-07-12. Automatisches Label-Matching
+> (Score 1.00); Inhalte paraphrasiert/gekürzt, Volltext beim
+> Original: https://web.arbeitsagentur.de/berufenet/beruf/58755
+
+## Aufgaben und Tätigkeiten kompakt
+
+Medienwissenschaftler und Medienwissenschaftlerinnen übernehmen Managementaufgaben im Bereich der Print- und elektronischen Medien und realisieren Projekte für Film, Hörfunk, Fernsehen und Internet. In Rundfunkredaktionen prüfen, bearbeiten und verfassen sie Texte, Manuskripte und Drehbücher. Sie analysieren in der Markt- und Meinungsforschung die Wirkung von Medien und werten Einschaltquoten aus. Im Kulturmanagement und der Medienpädagogik entwickeln sie Konzepte für Ausstellungen, Führungen und Lehrmaterialien sowie Bildungsangebote für Erwachsene. In der Öffentlichkeitsarbeit verfassen sie Pressemitteilungen und organisieren Pressegespräche. In der Forschung untersuchen sie die historische Entwicklung und Wirkung von Massenmedien und publizieren ihre Ergebnisse. Zudem lehren sie an Hochschulen, bereiten Veranstaltungen vor und bewerten Prüfungen.
+
+## Die Tätigkeit im Überblick
+
+Medienwissenschaftler und Medienwissenschaftlerinnen analysieren Mediennutzung und -wirkung auf Individuum und Gesellschaft, wobei sie alle Arten von Massenmedien wie z.B. Print, Hörfunk, Fernsehen und Onlineformate untersuchen. Sie arbeiten in der Medienproduktion, Kulturpädagogik sowie in Forschung und Lehre.
+
+## Trends
+
+Big Data in der WissenschaftForschende in verschiedenen Fachbereichen können durch Mit "Big Data" bezeichnet man große Mengen strukturierter oder unstrukturierter Daten, deren Umfang zudem schnell wächst beziehungsweise die sehr rasch ausgetauscht werden. Die Daten können in unterschiedlichsten Formaten, etwa als Text-, Bild- oder Videodateien vorliegen. Es können zum Beispiel Produktions- und Transportdaten von Unternehmen sein, Daten aus Finanztransaktionen oder zum Online-Suchverhalten. Mit manuellen und herkömmlichen Methoden der Datenverarbeitung kann diese Datenflut nicht mehr ausgewertet werden. Es bedarf einer speziellen Big-Data-Analyse, basierend auf Algorithmen und intelligenten Mustererkennungstechnologien. s. auch "Data Mining".
+" name="Big Data">Big Data große Datensätze auswerten. Sie können z.B. in der medizinischen Forschung Risikofaktoren für Krankheiten identifizieren oder komplexe Interaktionen zwischen Proteinen in Medikamenten aufdecken. Auf der Grundlage umfangreicher Datenanalysen treffen sie dann fundierte Entscheidungen. So ermöglicht es Big Data, bei der Erforschung neuer Technologien effizienter zu arbeiten, bessere Produkte zu entwickeln und wettbewerbsfähig zu bleiben. Wissenschaftler und Wissenschaftlerinnen müssen sich mit dieser Methodik auseinandersetzen, um relevante Informationen herausfiltern und auswerten zu können.
+Virtuelle Echtzeit-FilmsetsHochauflösende LED-Displays schaffen während der Studio-Dreharbeiten eine digitale Filmumgebung. Filmcrews arbeiten dabei nicht mehr mit einem Art der Filmproduktion, bei der im Studio zunächst Filmaufnahmen vor einem einfarbigen grünen Hintergrund (Greenscreen) gemacht werden; in der Nachbearbeitung wird per Software der grüne Hintergrund entfernt und durch das gewünschte Bildmaterial ersetzt, das können z.B. reale Filmaufnahmen oder auch Animationen sein
+" name="Greenscreen">Greenscreen. Stattdessen wird eine vorher in einem Außendreh aufgenommene Szenerie auf die Displays projiziert. In diesem Filmset ändern sich die Hintergründe passend zur Kamerabewegung perspektivisch korrekt. Schauspieler und Schauspielerinnen haben die Szene direkt vor Augen und können aktiv in der Umgebung agieren. Diese Technologie senkt die Dreharbeitskosten, da u.a. aufwendige Außendrehs mit der gesamten Crew reduziert werden. Fachkräfte im Filmgeschäft werden sich mit dieser Entwicklung auseinandersetzen. 
+Künstliche Intelligenz (KI) in Medienhäusern und VerlagenVerlage und Medienhäuser setzen zunehme
+
+## Aufgaben und Tätigkeiten (Beschreibung)
+
+Worum geht es?Medienwissenschaftler/innen befassen sich mit Prozessen der Mediennutzung und der Medienwirkung auf Individuum und Gesellschaft. Dafür analysieren sie vor allem Massenmedien aller Art - Zeitung und Zeitschriften, Beiträge für Hörfunk und Fernsehen sowie Onlinemedien. Sie sind z.B. in der Medienproduktion (Print, Online, Multimedia), in der Theater-, Film- und Fernsehproduktion, in der Medien- und Kulturpädagogik oder in Wissenschaft und Lehre tätig.
+Medienproduktion, Kultur- und Medienpädagogik, ÖffentlichkeitsarbeitIn den Redaktionen privater und öffentlich-rechtlicher Fernsehanstalten analysieren Medienwissenschaftler/innen Einschaltquoten, suchen nach Themen, die den Zeitgeist treffen, und wirken bei neuen Sendekonzepten mit. Sie begleiten Produktionen dramaturgisch, prüfen bzw. bearbeiten Manuskripte und vergeben Aufträge an Produzenten oder Autoren. 
+In Verlagen betreuen sie Autoren, lektorieren und bearbeiten Manuskripte. Für Fernsehen, Hörfunk oder andere Medien verfassen sie z.B. Fachbeiträge oder Reportagen und recherchieren für Beiträge zu kulturellen Themen. Für eine Tätigkeit im Journalismus ist meist zusätzlich zum abgeschlossenen Studium ein Volontariat oder eine entsprechende praktische journalistische Qualifikation nötig.
+Im Bereich Medien-, Kulturpädagogik und Kulturmanagement erarbeiten sie z.B. didaktische Konzepte und Lehrmaterialien, um Jugendliche, Kinder, Lehrer/innen und Eltern im verantwortungsvollen Umgang mit Medien zu schulen. Sie gestalten Medien auch selbst oder führen mit Jugendlichen eines Jugendtreffs Videoprojekte durch. Für Museen und Galerien können sie auch Konzepte für Ausstellungen entwickeln und Schulklassen durch die Sammlungen führen.
+Sind sie in der Markt- und Meinungsforschung tätig, erarbeiten sie Fragestellungen z.B. zur Wirkung von Medien und Meinungsbildern, legen das Vorgehen für die Erhebung und die statistische Aufbereitung fest. Sie weisen Interviewer/innen in die jeweilige Studie ein, werten die Interviewergebnisse aus und bereiten sie auf.
+In der Erwachsenenbildung organisieren und planen Medienwissenschaftler/innen z.B. Filmreihen oder konzipieren und leiten kulturelle Veranstaltungen.
+Im Bereich Öffentlichkeitsarbeit geht es beispielsweise darum, Pressegespräche und -termine vorzubereiten und Pressemitteilungen zu schreiben.
+Für Führungspositionen wird häufig ein Masterstudium vorausgesetzt.
+In der wissenschaftlichen Forschung und LehreIn der wissenschaftlichen Forschung untersuchen Medi
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+kulturpolitische, künstlerische und wissenschaftliche Aspekte der Medienlandschaft analysieren
+
+Wechselwirkungen zwischen Medien, Gesellschaft und Individuum darstellen
+
+gesellschaftliche Auswirkungen von Medienkonsum untersuchen (z.B. TV und Social-Media)
+
+Entwicklung und Abläufe der Medienwirtschaft unter ökonomischen Aspekten analysieren
+
+technische Medientrends und deren gesellschaftliche Auswirkungen bewerten
+
+Forschungsergebnisse dokumentieren und ggf. publizieren
+
+ Medienpraxis und BildungBereich Film- und Fernsehproduktion: Einschaltquoten analysieren; an neuen Sendekonzepten mitwirken; Produktionen dramaturgisch begleiten; Manuskripte prüfen bzw. bearbeiten; Aufträge vergeben
+
+ Bereich Verlagswesen, Journalismus: Manuskripte bearbeiten; Autoren/Autorinnen betreuen; Informationen recherchieren; redaktionelle Beiträge verfassen; neue Produkte entwickeln; Marketingkonzepte für Medienprojekte erstellen und umsetzen
+
+Bereich Medien-, Kulturpädagogik und Kulturmanagement: didaktische Konzepte entwickeln, um Jugendliche, Kinder, Lehrer/innen und Eltern im verantwortungsvollen Umgang mit Medien zu schulen; mit Jugendlichen Medienprojekte umsetzen; Ausstellungen und Führungen gestalten
+
+Bereich Markt-, Meinungsforschung: Fragestellungen entwickeln, Erhebungen planen, Daten analysieren; Methoden, Arbeitsmittel, Reichweiten und Effektivität prüfen und optimieren
+
+ Bereich Öffentlichkeitsarbeit: Pressegespräche und -termine vorbereiten; Pressemitteilungen schreiben; Pressemappen zusammenstellen 
+
+Bereich Erwachsenenbildung: Veranstaltungsreihen planen und organisieren, kulturelle Veranstaltungen leiten
+
+Forschung und LehreMassenmedien und öffentliche Kommunikation analysieren und interpretieren
+
+Lehrveranstaltungen halten; ggf. schriftliche Arbeiten korrigieren, Prüfungen abnehmen 
+
+Forschungsprojekte initiieren, durchführen und ggf. leiten; Forschungsgelder beantragen 
+
+Fachvorträge halten, Artikel und Bücher publizieren
+
+## Berufliche Einsatzmöglichkeiten
+
+ErwachsenenbildungLehrer/Dozent/Lehrerin/Dozentin in der Erwachsenenbildung
+
+Lehrtätigkeit an HochschulenDozent/Dozentin an Hochschulen und Akademien
+
+Studiengangkoordinator/Studiengangkoordinatorin
+
+Markt-, MeinungsforschungResearch-Manager/Research-Managerin
+
+Meinungsforscher/Meinungsforscherin
+
+Medien-, KulturpädagogikMedienpädagoge/Medienpädagogin
+
+Medienproduktion (Print, Online, Multimedia)Literaturagent/Literaturagentin
+
+Medienmanager/Medienmanagerin
+
+Verleger/Verlegerin (Medien, Musik)
+
+Presse-, ÖffentlichkeitsarbeitPressesprecher/Pressesprecherin
+
+PR-Fachkraft
+
+Redaktion, Journalismus, LektoratAudiodeskriptor/Audiodeskriptorin
+
+Chefredakteur/Chefredakteurin
+
+Content Creator
+
+Content-Marketing-Manager/Content-Marketing-Managerin
+
+Journalist/Journalistin
+
+KI-Prompter
+
+Lektor/Lektorin in Verlagen
+
+Medical Writer
+
+Onlineredakteur/Onlineredakteurin
+
+Redakteur/Redakteurin
+
+Theater-, Film- und FernsehproduktionIntendant/Intendantin
+
+Wissenschaftliche ForschungForschungsreferent/Forschungsreferentin
+
+Leiter einer Forschungsgruppe/Leiterin einer Forschungsgruppe
+
+Wissenschaftlicher Mitarbeiter/Wissenschaftliche Mitarbeiterin
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,28 @@
+# Occupation profile — media scientist
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/19db5ad1-ffbf-41a0-8746-d3878f0d5dbd
+- **ESCO code:** 2632.1.2
+- **ISCO-08 group:** 2632 — Sociologists, anthropologists and related professionals
+- **O*NET-SOC:** 19-3041.00 — Sociologists (match: closeMatch)
+
+## Description (ESCO)
+
+Media scientists research the role and impact that media has on the society. They observe and document the usage of different kinds of media such as newspapers, radio and TV and the response from society.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- media science researcher
+- media studies scholar
+- media research analyst
+- media research scientist
+- media analyst
+- media anthropologist
+- media studies researcher
+- media researcher
+- media studies research scientist
+- media scholars
+- media studies scientist
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,85 @@
+# Competences — media scientist
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/19db5ad1-ffbf-41a0-8746-d3878f0d5dbd).
+
+## Essential
+
+- **apply for research funding** (skill/competence)
+- **apply research ethics and scientific integrity principles in research activities** (skill/competence)
+- **apply scientific methods** (skill/competence)
+- **communicate with a non-scientific audience** (skill/competence)
+- **communication studies** (knowledge)
+- **conduct research across disciplines** (skill/competence)
+- **consult information sources** (skill/competence)
+- **copyright legislation** (knowledge)
+- **demonstrate disciplinary expertise** (skill/competence)
+- **develop professional network with researchers and scientists** (skill/competence)
+- **digital media** (knowledge)
+- **disseminate results to the scientific community** (skill/competence)
+- **draft scientific or academic papers and technical documentation** (skill/competence)
+- **ethical code of conduct of journalists** (knowledge)
+- **evaluate research activities** (skill/competence)
+- **increase the impact of science on policy and society** (skill/competence)
+- **integrate gender dimension in research** (skill/competence)
+- **interact professionally in research and professional environments** (skill/competence)
+- **literature** (knowledge)
+- **manage findable accessible interoperable and reusable data** (skill/competence)
+- **manage intellectual property rights** (skill/competence)
+- **manage open publications** (skill/competence)
+- **manage personal professional development** (skill/competence)
+- **manage research data** (skill/competence)
+- **media studies** (knowledge)
+- **mentor individuals** (skill/competence)
+- **operate open source software** (skill/competence)
+- **perform background research on writing subject** (skill/competence)
+- **perform project management** (skill/competence)
+- **perform scientific research** (skill/competence)
+- **promote open innovation in research** (skill/competence)
+- **promote the participation of citizens in scientific and research activities** (skill/competence)
+- **promote the transfer of knowledge** (skill/competence)
+- **publish academic research** (skill/competence)
+- **read books** (skill/competence)
+- **research design** (knowledge)
+- **scientific literature** (knowledge)
+- **scientific research methodology** (knowledge)
+- **speak different languages** (skill/competence)
+- **synthesise information** (skill/competence)
+- **think abstractly** (skill/competence)
+- **types of media** (knowledge)
+- **write scientific publications** (skill/competence)
+
+## Optional
+
+- advise on public relations (skill/competence)
+- anthropology (knowledge)
+- apply blended learning (skill/competence)
+- apply desktop publishing techniques (skill/competence)
+- apply teaching strategies (skill/competence)
+- assist scientific research (skill/competence)
+- conduct public surveys (skill/competence)
+- conduct qualitative research (skill/competence)
+- conduct quantitative research (skill/competence)
+- content marketing strategy (knowledge)
+- develop scientific theories (skill/competence)
+- do historical research (skill/competence)
+- editorial standards (knowledge)
+- film studies (knowledge)
+- history (knowledge)
+- history of literature (knowledge)
+- interview focus groups (skill/competence)
+- interview techniques (knowledge)
+- journalism (knowledge)
+- literary techniques (knowledge)
+- media law (knowledge)
+- monitor sociological trends (skill/competence)
+- music literature (knowledge)
+- musical genres (knowledge)
+- perform public relations (skill/competence)
+- press law (knowledge)
+- project management (knowledge)
+- sociology (knowledge)
+- teach in academic or vocational contexts (skill/competence)
+- types of literature genres (knowledge)
+- use presentation software (skill/competence)
+- watch video and motion picture production products (skill/competence)
+- write research proposals (skill/competence)
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,40 @@
+# Tasks & work activities — media scientist
+
+Source: O*NET 30.3, occupation 19-3041.00 (Sociologists).
+
+## Task statements
+
+- **[Core]** Present research findings at professional meetings.
+- **[Core]** Explain sociological research to the general public.
+- **[Core]** Write grants to obtain funding for research projects.
+- **[Core]** Prepare publications and reports containing research findings.
+- **[Core]** Analyze and interpret data to increase the understanding of human social behavior.
+- **[Core]** Plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.
+- **[Core]** Collect data about the attitudes, values, and behaviors of people in groups, using observation, interviews, and review of documents.
+- **[Core]** Develop, implement, and evaluate methods of data collection, such as questionnaires or interviews.
+- **[Core]** Teach sociology.
+- **[Core]** Direct work of statistical clerks, statisticians, and others who compile and evaluate research data.
+- **[Core]** Consult with and advise individuals such as administrators, social workers, and legislators regarding social issues and policies, as well as the implications of research findings.
+- **[Core]** Collaborate with research workers in other disciplines.
+- **[Core]** Develop approaches to the solution of groups' problems, based on research findings in sociology and related disciplines.
+- **[Core]** Observe group interactions and role affiliations to collect data, identify problems, evaluate progress, and determine the need for additional change.
+- **[Core]** Develop problem intervention procedures, using techniques such as interviews, consultations, role playing, and participant observation of group interactions.
+
+## Detailed work activities
+
+- Advise others on matters of public policy.
+- Collect information from people through observation, interviews, or surveys.
+- Conduct research on social issues.
+- Coordinate cross-disciplinary research programs.
+- Design psychological or educational treatment procedures or programs.
+- Develop methods of social or economic research.
+- Inform viewers, listeners, or audiences.
+- Instruct college students in social sciences or humanities disciplines.
+- Interpret research or operational data.
+- Plan social sciences research.
+- Prepare proposals or grant applications to obtain project funding.
+- Prepare scientific or technical reports or presentations.
+- Present information to the public.
+- Present research results to others.
+- Supervise scientific or technical personnel.
+- Write grant proposals.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,45 @@
+# Tools & technology — media scientist
+
+Source: O*NET 30.3 'Software Skills' for 19-3041.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| SAS | Analytical or scientific software | yes |
+| Salesforce software | Customer relationship management CRM software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Adobe Acrobat | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| ESRI ArcGIS software | Geographic information system | yes |
+| Adobe Photoshop | Graphics or photo imaging software | yes |
+| R | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Windows | Operating system software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Facebook | Web page creation and editing software | yes |
+| Microsoft Word | Word processing software | yes |
+| Fund accounting software | Accounting software |  |
+| ATLAS.ti | Analytical or scientific software |  |
+| Circle Systems Stat/Transfer | Analytical or scientific software |  |
+| Data visualization software | Analytical or scientific software |  |
+| Muthen & Muthen Mplus | Analytical or scientific software |  |
+| Scientific Software International HLM | Analytical or scientific software |  |
+| Scientific Software International LISREL | Analytical or scientific software |  |
+| StataCorp Stata | Analytical or scientific software |  |
+| VERBI MAXQDA | Analytical or scientific software |  |
+| QSR International NVivo | Data base user interface and query software |  |
+| Qualtrics Research Suite | Data base user interface and query software |  |
+| Thomson Reuters EndNote | Data base user interface and query software |  |
+| Microsoft Publisher | Desktop publishing software |  |
+| Email software | Electronic mail software |  |
+| Online reference databases | Information retrieval or search software |  |
+| Web browser software | Internet browser software |  |
+| Database management system DBMS | Object oriented data base management software |  |
+| Adobe Dreamweaver | Web page creation and editing software |  |
+| Social media sites | Web page creation and editing software |  |
+| Web editing software | Web page creation and editing software |  |
+| Helios TextPad | Word processing software |  |