feat: business-studies-and-economics-teacher-secondary-school skill package v0.1.0

2026-08-14 17:14:44 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — business-studies-and-economics-teacher-secondary-school
+
+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 — business-studies-and-economics-teacher-secondary-school
+    "ESCO (occupation & competences)" : 55
+    "O*NET (tasks & tools)" : 86
+    "Job boards (market evidence)" : 61
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 206
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 55 | 13.3 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 86 | 20.8 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 61 | 14.7 % | 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 | 1.4 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 206 | 49.8 % | 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: business-studies-and-economics-teacher-secondary-school
+description: "Occupational skill for the role 'business studies and economics teacher secondary school' (also: business studies and economics teacher, teacher of economics in high school, business studies and economics teacher high school, high school business studies and economics teacher, high school business studies teacher, teacher of business studies and economics in secondary schools). Use when the user asks for typical business studies and economics teacher secondary school work such as: Prepare and deliver lectures to undergraduate or graduate students on topics such as econometrics, price theory, and macroeconomics.; Prepare course materials, such as syllabi, homework assignments, and handouts.; Evaluate and grade students' class work, assignments, and papers."
+---
+
+# Business Studies And Economics Teacher Secondary School
+
+Business studies and economics teachers at secondary schools provide education to students, commonly children and young adults, in a secondary school setting. They are usually subject teachers, specialised and instructing in their own field of study, business and economics. They prepare lesson plans and materials, monitor the students' progress, assist individually when necessary, and evaluate the students' knowledge and performance on the subject of business and economics through assignments, tests and examinations.
+
+## Core workflow
+
+1. Prepare and deliver lectures to undergraduate or graduate students on topics such as econometrics, price theory, and macroeconomics.
+2. Prepare course materials, such as syllabi, homework assignments, and handouts.
+3. Evaluate and grade students' class work, assignments, and papers.
+4. Compile, administer, and grade examinations, or assign this work to others.
+5. Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
+6. Maintain student attendance records, grades, and other required records.
+7. Initiate, facilitate, and moderate classroom discussions.
+8. Maintain regularly scheduled office hours to advise and assist students.
+
+## 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)
+
+- adapt teaching to student's capabilities
+- apply intercultural teaching strategies
+- apply teaching strategies
+- assess students
+- assign homework
+- assist students in their learning
+- business strategy concepts
+- compile course material
+- curriculum objectives
+- demonstrate when teaching
+- develop course outline
+- economics
+- give constructive feedback
+- guarantee students' safety
+- instructional strategies
+
+## Hot technologies
+
+- The MathWorks MATLAB
+- Microsoft Access
+- Microsoft Outlook
+- Python
+- R
+- Microsoft Office software
+- Microsoft PowerPoint
+- Microsoft Excel
+- Facebook
+- Google Docs
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/80c72c55-556a-41b1-87ef-a29c3d2afa6e), O*NET 30.3 (25-1063.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,334 @@
+{
+  "name": "business-studies-and-economics-teacher-secondary-school",
+  "title": "business studies and economics teacher secondary school",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/80c72c55-556a-41b1-87ef-a29c3d2afa6e",
+    "esco_code": "2330.1.3",
+    "isco_group": "2330",
+    "onet_soc": "25-1063.00",
+    "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": 22,
+    "dwas": 25,
+    "skills_essential": 28,
+    "skills_optional": 26,
+    "software": 38
+  },
+  "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
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 5
+      },
+      "brycewang-stanford/Auto-Empirical-Research-Skills": {
+        "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
+        "commit": "85bf545",
+        "license": "CC-BY-4.0",
+        "skills": 4
+      },
+      "pedrohcgs/claude-code-my-workflow": {
+        "repo": "https://github.com/pedrohcgs/claude-code-my-workflow",
+        "commit": "be53c12",
+        "license": "MIT",
+        "skills": 3
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 4
+      },
+      "AIDevGTM/gtm-cofounder": {
+        "repo": "https://github.com/AIDevGTM/gtm-cofounder",
+        "commit": "627d901",
+        "license": "MIT",
+        "skills": 1
+      },
+      "AlpacaLabsLLC/skills-for-architects": {
+        "repo": "https://github.com/AlpacaLabsLLC/skills-for-architects",
+        "commit": "4476576",
+        "license": "MIT",
+        "skills": 1
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "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": 7
+      },
+      "24kchengYe/human-skill-tree": {
+        "repo": "https://github.com/24kchengYe/human-skill-tree",
+        "commit": "be589dd",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 4
+      },
+      "bevibing/tutor-skills": {
+        "repo": "https://github.com/bevibing/tutor-skills",
+        "commit": "397110c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "RoundTable02/tutor-skills": {
+        "repo": "https://github.com/RoundTable02/tutor-skills",
+        "commit": "397110c",
+        "license": "MIT",
+        "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
+      },
+      "TakaGoto/rag-learning-academy": {
+        "repo": "https://github.com/TakaGoto/rag-learning-academy",
+        "commit": "4af45ee",
+        "license": "MIT",
+        "skills": 2
+      },
+      "indranilbanerjee/digital-marketing-pro": {
+        "repo": "https://github.com/indranilbanerjee/digital-marketing-pro",
+        "commit": "a3d119c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 5
+      },
+      "Orchestra-Research/AI-research-SKILLs": {
+        "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "zechenzhangAGI/AI-research-SKILLs": {
+        "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs",
+        "commit": "773a529",
+        "license": "MIT",
+        "skills": 1
+      },
+      "giuseppe-trisciuoglio/developer-kit": {
+        "repo": "https://github.com/giuseppe-trisciuoglio/developer-kit",
+        "commit": "306f428",
+        "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
+      },
+      "FlorianBruniaux/claude-code-ultimate-guide": {
+        "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide",
+        "commit": "5395214",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 3
+      },
+      "luongnv89/claude-howto": {
+        "repo": "https://github.com/luongnv89/claude-howto",
+        "commit": "a645ffe",
+        "license": "MIT",
+        "skills": 2
+      },
+      "muratcankoylan/Agent-Skills-for-Context-Engineering": {
+        "repo": "https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering",
+        "commit": "c578e85",
+        "license": "MIT",
+        "skills": 2
+      },
+      "inhouseseo/superseo-skills": {
+        "repo": "https://github.com/inhouseseo/superseo-skills",
+        "commit": "0d8b6fc",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "hoangsonww/Claude-Code-Agent-Monitor": {
+        "repo": "https://github.com/hoangsonww/Claude-Code-Agent-Monitor",
+        "commit": "8f87ce1",
+        "license": "MIT",
+        "skills": 1
+      },
+      "wondelai/skills": {
+        "repo": "https://github.com/wondelai/skills",
+        "commit": "326b380",
+        "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
+      },
+      "Frappucc1no/recall-loom": {
+        "repo": "https://github.com/Frappucc1no/recall-loom",
+        "commit": "8678cbb",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "anthropics/claude-plugins-official": {
+        "repo": "https://github.com/anthropics/claude-plugins-official",
+        "commit": "ba1611e",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "yaojingang/yao-meta-skill": {
+        "repo": "https://github.com/yaojingang/yao-meta-skill",
+        "commit": "4eb11f9",
+        "license": "MIT",
+        "skills": 1
+      },
+      "rampstackco/claude-skills": {
+        "repo": "https://github.com/rampstackco/claude-skills",
+        "commit": "bc6d961",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "OpenSenseNova/SenseNova-Skills": {
+        "repo": "https://github.com/OpenSenseNova/SenseNova-Skills",
+        "commit": "d8bb438",
+        "license": "MIT",
+        "skills": 1
+      },
+      "ViryaZheng/recomby-geo": {
+        "repo": "https://github.com/ViryaZheng/recomby-geo",
+        "commit": "530d5e2",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nWave-ai/nWave": {
+        "repo": "https://github.com/nWave-ai/nWave",
+        "commit": "1d0f13c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "michalparkola/tapestry-skills-for-claude-code": {
+        "repo": "https://github.com/michalparkola/tapestry-skills-for-claude-code",
+        "commit": "80e1dc5",
+        "license": "MIT",
+        "skills": 1
+      },
+      "softaworks/agent-toolkit": {
+        "repo": "https://github.com/softaworks/agent-toolkit",
+        "commit": "3027f20",
+        "license": "MIT",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 64,
+      "adjacent": 16
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 55,
+      "onet": 86,
+      "jobads": 61,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 206,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 13.3,
+      "onet": 20.8,
+      "jobads": 14.7,
+      "wiki_ai": 0.0,
+      "anthropic": 1.4,
+      "ai_skills": 49.8,
+      "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 +1,450 @@
+# External AI agent skills — business-studies-and-economics-teacher-secondary-school
+
+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: 24kchengYe/human-skill-tree
+
+- Repository: [https://github.com/24kchengYe/human-skill-tree](https://github.com/24kchengYe/human-skill-tree) (commit `be589dd`, retrieved 2026-07-14)
+- License: custom (see upstream LICENSE)
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `02-business-economics-tutor` | core | — | [source](https://github.com/24kchengYe/human-skill-tree/tree/be589dd/app/content/skills/02-business-economics-tutor) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `lessons-learned-repository` | core | Capture, categorize, and retrieve project lessons learned for organizational learning | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/project-management/skills/lessons-learned-repository) |
+| `curriculum-gap-analysis` | adjacent | Identify gaps, overlaps, and misalignments in curriculum coverage through systematic comparison with standards and learning progressions | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/curriculum-gap-analysis) |
+| `standards-alignment-mapping` | adjacent | Systematically map curriculum content to educational standards with vertical and horizontal alignment documentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/standards-alignment-mapping) |
+
+## 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: 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: anthropics/claude-plugins-official
+
+- Repository: [https://github.com/anthropics/claude-plugins-official](https://github.com/anthropics/claude-plugins-official) (commit `ba1611e`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `example-skill` | core | This skill should be used when the user asks to "demonstrate skills", "show skill format", "create a skill template", or discusses skill development patterns. Provides a reference template for creating Claude Code plugin skills. | [source](https://github.com/anthropics/claude-plugins-official/tree/ba1611e/plugins/example-plugin/skills/example-skill) |
+
+## Source: bevibing/tutor-skills
+
+- Repository: [https://github.com/bevibing/tutor-skills](https://github.com/bevibing/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/bevibing/tutor-skills/tree/397110c/skills/tutor) |
+
+## 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) |
+| `curriculum-design-guide` | core | Systematic approaches to curriculum design using backward design and alignment | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/education/curriculum-design-guide) |
+| `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) |
+| `lit-review-assistant` | core | Search, summarize, and synthesize economics literature | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/09-meleantonio-awesome-econ-ai-stuff/_skills/literature/lit-review-assistant) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `knowledge-distillation` | core | Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/emerging-techniques-knowledge-distillation) |
+| `code-review-excellence` | core | Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/code-review-excellence) |
+| `ship-learn-next` | adjacent | Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/productivity/ship-learn-next) |
+
+## 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 |
+|---|---|---|---|
+| `self-assessment` | core | Interactive skill assessment with personalized learning path generation | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/.agents/skills/self-assessment) |
+| `security` | core | Rapid security assessment focused on OWASP Top 10 vulnerabilities | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/security) |
+| `security-audit` | core | Comprehensive security audit with scored posture assessment | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/security-audit) |
+
+## 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) |
+
+## Source: Frappucc1no/recall-loom
+
+- Repository: [https://github.com/Frappucc1no/recall-loom](https://github.com/Frappucc1no/recall-loom) (commit `8678cbb`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `recallloom` | core | Use when a task involves continuing a project, restoring project context, maintaining file-based project memory, updating current-state summaries, or recording meaningful progress across sessions. Works best for long-horizon, file-based … | [source](https://github.com/Frappucc1no/recall-loom/tree/8678cbb/skills/recallloom) |
+
+## Source: giuseppe-trisciuoglio/developer-kit
+
+- Repository: [https://github.com/giuseppe-trisciuoglio/developer-kit](https://github.com/giuseppe-trisciuoglio/developer-kit) (commit `306f428`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-md-management` | core | Provides comprehensive memory file management capabilities including auditing, quality assessment, and targeted improvements for files such as CLAUDE.md. Use when user asks to check, audit, update, improve, fix, maintain, or validate … | [source](https://github.com/giuseppe-trisciuoglio/developer-kit/tree/306f428/plugins/developer-kit-core/skills/memory-md-management) |
+
+## Source: hoangsonww/Claude-Code-Agent-Monitor
+
+- Repository: [https://github.com/hoangsonww/Claude-Code-Agent-Monitor](https://github.com/hoangsonww/Claude-Code-Agent-Monitor) (commit `8f87ce1`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `memory-review` | core | Review the file-based memory store via the Agent Monitor Config Explorer API: the user and project CLAUDE.md plus per-project auto-memory files under ~/.claude/projects/<slug>/memory/*.md. Groups by project, shows the index (MEMORY.md) vs … | [source](https://github.com/hoangsonww/Claude-Code-Agent-Monitor/tree/8f87ce1/plugins/ccam-config/skills/memory-review) |
+
+## Source: indranilbanerjee/digital-marketing-pro
+
+- Repository: [https://github.com/indranilbanerjee/digital-marketing-pro](https://github.com/indranilbanerjee/digital-marketing-pro) (commit `a3d119c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `qbr-plan` | core | Prepare a Quarterly Business Review. Use when: building QBR presentations, client performance reviews, or strategy updates. | [source](https://github.com/indranilbanerjee/digital-marketing-pro/tree/a3d119c/skills/qbr-plan) |
+
+## Source: infrasity-labs/dev-gtm-claude-skills
+
+- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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: inhouseseo/superseo-skills
+
+- Repository: [https://github.com/inhouseseo/superseo-skills](https://github.com/inhouseseo/superseo-skills) (commit `0d8b6fc`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `expert-interview` | core | Use when extracting first-party expertise from a subject-matter expert before writing content. Produces a knowledge document of contrarian takes, specific examples, and surprising outcomes that AI can't fabricate. | [source](https://github.com/inhouseseo/superseo-skills/tree/0d8b6fc/skills/expert-interview) |
+
+## 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-core-workflow-a` | core | Execute Speak primary workflow: AI Conversation Practice with real-time feedback. Use when implementing conversation practice features, building AI tutor interactions, or core language learning dialogue systems. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-core-workflow-a) |
+| `klaviyo-hello-world` | core | Create a minimal working Klaviyo example with real API calls. Use when starting a new Klaviyo integration, testing your setup, or learning basic profile creation and event tracking patterns. Trigger with phrases like "klaviyo hello world", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/klaviyo-pack/skills/klaviyo-hello-world) |
+| `navigating-github` | core | First-time GitHub setup and interactive git learning. Walks users from\n\ zero to a working GitHub repo, then teaches git through 9 hands-on\nlessons on their\ \ actual project. Adapts language and depth to skill\nlevel \u2014 inferred … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/productivity/navigating-github/skills/navigating-github) |
+| `scorecard-marketing` | core | Build quiz and assessment funnels that generate qualified leads at 30-50% conversion. Use when the user mentions "quiz funnel", "scorecard", "lead magnet", "score-based segmentation", or "lead qualification". Also trigger when designing … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/business-tools/wondelai-scorecard-marketing) |
+| `speak-enterprise-rbac` | adjacent | 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) |
+| `speak-security-basics` | adjacent | Security best practices for Speak API keys, audio data privacy, student data protection, and COPPA/FERPA compliance. Use when implementing security basics features, or troubleshooting Speak language learning integration issues. Trigger … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/speak-pack/skills/speak-security-basics) |
+
+## 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) |
+
+## 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) |
+
+## Source: luongnv89/claude-howto
+
+- Repository: [https://github.com/luongnv89/claude-howto](https://github.com/luongnv89/claude-howto) (commit `a645ffe`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `self-assessment` | core | Comprehensive Claude Code self-assessment and learning path advisor. Runs a multi-category quiz covering 10 feature areas, produces a detailed skill profile with per-topic scores, identifies specific gaps, and generates a personalized … | [source](https://github.com/luongnv89/claude-howto/tree/a645ffe/.claude/skills/self-assessment) |
+| `lesson-quiz` | core | Test a learner on a single Claude Code tutorial lesson (01-10) with 10 questions, scoring answers and flagging weak spots. Use before, during, or after a lesson. Don't use for whole-tutorial assessment or explaining a topic instead of … | [source](https://github.com/luongnv89/claude-howto/tree/a645ffe/.claude/skills/lesson-quiz) |
+
+## Source: michalparkola/tapestry-skills-for-claude-code
+
+- Repository: [https://github.com/michalparkola/tapestry-skills-for-claude-code](https://github.com/michalparkola/tapestry-skills-for-claude-code) (commit `80e1dc5`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ship-learn-next` | adjacent | Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action … | [source](https://github.com/michalparkola/tapestry-skills-for-claude-code/tree/80e1dc5/ship-learn-next) |
+
+## 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) |
+| `parent-communication` | core | Draft clear, warm, professional messages to parents or guardians — progress notes, concerns, positive news, behaviour issues, or meeting requests. Use when asked to email a parent, write home about a student, raise a concern with a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/parent-communication) |
+| `quiz-generator` | core | Generate a quiz or test on any topic with a balanced mix of question types and difficulty, plus a complete answer key with explanations. Use when asked to create a quiz, write a test, make practice questions, or build an assessment. … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-education/skills/quiz-generator) |
+
+## 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) |
+| `memory-systems` | core | This skill should be used for persistent semantic memory in agent systems: cross-session knowledge retention, entity tracking, temporal validity, graph or vector retrieval, memory consolidation, and memory benchmark selection. Route … | [source](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering/tree/c578e85/skills/memory-systems) |
+
+## Source: nexscope-ai/eCommerce-Skills
+
+- Repository: [https://github.com/nexscope-ai/eCommerce-Skills](https://github.com/nexscope-ai/eCommerce-Skills) (commit `56f3288`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ecommerce-social-media-marketing` | adjacent | Social media marketing strategy for ecommerce brands. Content calendar planning, platform-specific strategies, social commerce optimization, influencer collaboration, and community building. Use when the user asks about social media … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-social-media-marketing) |
+
+## 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 |
+|---|---|---|---|
+| `replit-deck` | core | For product and technical management work: turn PRDs, roadmaps, RFCs, architecture reviews, and retros into decision documents. Built around the core query "pm-feature-business-case-deck", with product strategy lead judgment, buyer-ready … | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/replit-deck) |
+| `html-ppt-zhangzara-long-table` | core | Open Design's unit-economics and BYOK cost model: the assumptions, the sensitivity, and why it scales. Built as a decision-grade data & finance deck for CFO, investors. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/html-ppt-zhangzara-long-table) |
+| `html-ppt-zhangzara-cartesian` | core | An economics senior thesis on the employment effects of local minimum-wage increases — identification strategy, evidence, and limitations. Built as a decision-grade coursework defense deck for thesis committee. | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/html-ppt-zhangzara-cartesian) |
+| `ib-pitch-book` | core | Open Design's investor pitch book: market map, moat, unit economics, and the ask — analyst-grade and diligence-ready. Built as a decision-grade fundraising pitch deck for growth-equity investors. | [source](https://github.com/nexu-io/open-design/tree/4b66023/plugins/_official/examples/ib-pitch-book) |
+| `creative-director` | core | AI creative director with recursive self-assessment: 20+ methodologies (SIT, TRIZ, Bisociation, SCAMPER, Synectics), 3-axis evaluation calibrated against Cannes/D&AD/HumanKind, 5-phase process from brief to presentation. | [source](https://github.com/nexu-io/open-design/tree/4b66023/skills/creative-director) |
+
+## Source: nWave-ai/nWave
+
+- Repository: [https://github.com/nWave-ai/nWave](https://github.com/nWave-ai/nWave) (commit `1d0f13c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `nw-stakeholder-engagement` | adjacent | Demonstration preparation, audience-tailored presentations, feedback collection, and business outcome measurement. Load when preparing demos or measuring business value delivery. | [source](https://github.com/nWave-ai/nWave/tree/1d0f13c/nWave/skills/nw-stakeholder-engagement) |
+
+## Source: OpenSenseNova/SenseNova-Skills
+
+- Repository: [https://github.com/OpenSenseNova/SenseNova-Skills](https://github.com/OpenSenseNova/SenseNova-Skills) (commit `d8bb438`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `outlier-detection-and-quality-assessment` | core | 执行全面的异常值检测与数据质量评估，利用 IQR 方法识别异常值并结合偏度、峰度分析数据分布特征，适用于非正态分布数据的预处理阶段。 | [source](https://github.com/OpenSenseNova/SenseNova-Skills/tree/d8bb438/skills/sn-da-excel-workflow/capability/excel-data-cleaning/outlier-detection) |
+
+## 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 |
+|---|---|---|---|
+| `knowledge-distillation` | core | Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/19-emerging-techniques/knowledge-distillation) |
+
+## 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) |
+| `syllabus` | core | Build or restructure a course syllabus from a topic list or reading list — course description + prerequisites, week-by-week schedule (topic → readings → deliverables), measurable learning objectives, an assessment scheme + rubric, standard … | [source](https://github.com/pedrohcgs/claude-code-my-workflow/tree/be53c12/.claude/skills/syllabus) |
+
+## 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: 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 |
+|---|---|---|---|
+| `insights` | core | Show session analytics, learning patterns, correction trends, heatmaps, and productivity metrics. Computes stats from project memory and session history. Use when asking for stats, statistics, progress, how am I doing, coding history, or … | [source](https://github.com/rohitg00/pro-workflow/tree/5c313e2/skills/insights) |
+
+## Source: RoundTable02/tutor-skills
+
+- Repository: [https://github.com/RoundTable02/tutor-skills](https://github.com/RoundTable02/tutor-skills) (commit `397110c`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `tutor` | core | Interactive quiz tutor for Obsidian StudyVault learning. Use when the user wants to: (1) Take a diagnostic assessment of their knowledge, (2) Study or review specific sections/topics, (3) Drill weak areas identified in previous sessions, … | [source](https://github.com/RoundTable02/tutor-skills/tree/397110c/skills/tutor) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `ReasoningBank with AgentDB` | core | Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing … | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/reasoningbank-agentdb) |
+| `memory-management` | adjacent | 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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `ReasoningBank with AgentDB` | core | Implement ReasoningBank adaptive learning with AgentDB's 150x faster vector database. Includes trajectory tracking, verdict judgment, memory distillation, and pattern recognition. Use when building self-learning agents, optimizing … | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/reasoningbank-agentdb) |
+| `memory-management` | adjacent | 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) |
+
+## Source: softaworks/agent-toolkit
+
+- Repository: [https://github.com/softaworks/agent-toolkit](https://github.com/softaworks/agent-toolkit) (commit `3027f20`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `ship-learn-next` | adjacent | Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action … | [source](https://github.com/softaworks/agent-toolkit/tree/3027f20/skills/ship-learn-next) |
+
+## 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) |
+| `lesson` | adjacent | Start or continue a curriculum lesson | [source](https://github.com/TakaGoto/rag-learning-academy/tree/4af45ee/.claude/skills/lesson) |
+
+## Source: ViryaZheng/recomby-geo
+
+- Repository: [https://github.com/ViryaZheng/recomby-geo](https://github.com/ViryaZheng/recomby-geo) (commit `530d5e2`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `keyword-research` | adjacent | Discover, analyze, and prioritize keywords for SEO and GEO content strategies. Identifies high-value opportunities based on search volume, competition, intent, and business relevance. Generates topic clusters and content calendars. Use … | [source](https://github.com/ViryaZheng/recomby-geo/tree/530d5e2/plugins/recomby-geo/skills/keyword-research) |
+
+## Source: wondelai/skills
+
+- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `scorecard-marketing` | core | Build quiz and assessment funnels that generate qualified leads at 30-50% conversion. Use when the user mentions "quiz funnel", "scorecard", "lead magnet", "score-based segmentation", or "lead qualification". Also trigger when designing … | [source](https://github.com/wondelai/skills/tree/326b380/scorecard-marketing) |
+
+## Source: yaojingang/yao-meta-skill
+
+- Repository: [https://github.com/yaojingang/yao-meta-skill](https://github.com/yaojingang/yao-meta-skill) (commit `4eb11f9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `incident-command-governor` | core | Build governed incident command packets. Use when asked to standardize incident review, run severity assessment, or assemble incident communication. | [source](https://github.com/yaojingang/yao-meta-skill/tree/4eb11f9/examples/governed-incident-command/generated-skill) |
+
+## 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 |
+|---|---|---|---|
+| `knowledge-distillation` | core | Compress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained performance, transferring GPT-4 capabilities to open-source models, or reducing inference costs. … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/19-emerging-techniques/knowledge-distillation) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,105 @@
+# Market evidence report — business-studies-and-economics-teacher-secondary-school
+
+Source: **47 real job ads** (JSearch API, countries: gb 24, us 23), extracted into the MSSQL evidence store; as of 2026-07-09.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 38 | 81 % |
+| n/a | 6 | 13 % |
+| junior | 2 | 4 % |
+| lead | 1 | 2 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | curriculum development | 16 | 34 % |
+| 2 | teaching | 14 | 30 % |
+| 3 | economics teaching | 12 | 26 % |
+| 4 | lesson planning | 10 | 21 % |
+| 5 | classroom management | 8 | 17 % |
+| 6 | lesson delivery | 6 | 13 % |
+| 7 | curriculum delivery | 5 | 11 % |
+| 8 | student assessment | 4 | 9 % |
+| 9 | differentiated instruction | 3 | 6 % |
+| 10 | economics | 3 | 6 % |
+| 11 | economics instruction | 3 | 6 % |
+| 12 | subject knowledge | 3 | 6 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | project-based learning | 3 | 6 % |
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | lesson planning | 8 | 17 % |
+| 2 | parent communication | 7 | 15 % |
+| 3 | lesson delivery | 6 | 13 % |
+| 4 | student assessment | 6 | 13 % |
+| 5 | student support | 6 | 13 % |
+| 6 | teaching | 6 | 13 % |
+| 7 | inspiring students | 3 | 6 % |
+| 8 | student inspiration | 3 | 6 % |
+| 9 | student instruction | 3 | 6 % |
+
+## Regional breakdown
+
+> **Corpus note:** 47 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** — 23 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 24 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 |
+|---|---|
+| Business & Economics Teacher | 3 |
+| Economics Teacher | 3 |
+| Teacher of Business Education | 2 |
+| A-Level Economics Teacher — Inspire High-Impact Learning (FT/PT) | 1 |
+| Business & Economics Teacher – Independent School – Essex | 1 |
+| Business & Economics Teacher - Independent School in Essex (January Start) | 1 |
+| Business & Economics Teacher - Top Performing School - Brentwood | 1 |
+| Business and Economics Teacher | 1 |
+| Business and Economics Teacher – High-Achieving School in Nottingham | 1 |
+| Business Studies & Economics Teacher | 1 |
+| Business Studies & Economics Teacher – September 2025 | 1 |
+| Business Studies Teacher | 1 |
+| Business Studies/Economics Teacher - British Curriculum - Al Manhal Branch | 1 |
+| Business Teacher | 1 |
+| Camden Independent School seeking Economics Teacher | 1 |
+| Dynamic Business Studies & Economics Teacher (KS4–KS5) | 1 |
+| Dynamic Business Studies Teacher KS4–KS5 (ECT Welcome) | 1 |
+| Economics & Personal Finance Teacher - Albemarle High School | 1 |
+| Economics & Personal Finance Teacher - Albemarle High School - 2026-27 School Year | 1 |
+| Economics & Personal Finance Teacher - Charlottesville High School | 1 |
+| Economics & Personal Finance Teacher - Charlottesville High School (2026-27 School Year) | 1 |
+| Economics and Business Teacher-CPS | 1 |
+| Economics and Personal Finance Teacher | 1 |
+| Economics Teacher - Highly Regarded Secondary Academy in Bath | 1 |
+| Economics Teacher for SY26-27 | 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.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,29 @@
+# Occupation profile — business studies and economics teacher secondary school
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/80c72c55-556a-41b1-87ef-a29c3d2afa6e
+- **ESCO code:** 2330.1.3
+- **ISCO-08 group:** 2330 — Secondary education teachers
+- **O*NET-SOC:** 25-1063.00 — Economics Teachers, Postsecondary (match: closeMatch)
+
+## Description (ESCO)
+
+Business studies and economics teachers at secondary schools provide education to students, commonly children and young adults, in a secondary school setting. They are usually subject teachers, specialised and instructing in their own field of study, business and economics. They prepare lesson plans and materials, monitor the students' progress, assist individually when necessary, and evaluate the students' knowledge and performance on the subject of business and economics through assignments, tests and examinations.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- business studies and economics teacher
+- teacher of economics in high school
+- business studies and economics teacher high school
+- high school business studies and economics teacher
+- high school business studies teacher
+- teacher of business studies and economics in secondary schools
+- teacher of business studies and economics in high school
+- teacher of business studies in high school
+- secondary school economics teacher
+- high school economics teacher
+- secondary school business studies and economics teacher
+- secondary school business studies teacher
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,78 @@
+# Competences — business studies and economics teacher secondary school
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/80c72c55-556a-41b1-87ef-a29c3d2afa6e).
+
+## Essential
+
+- **adapt teaching to student's capabilities** (skill/competence)
+- **apply intercultural teaching strategies** (skill/competence)
+- **apply teaching strategies** (skill/competence)
+- **assess students** (skill/competence)
+- **assign homework** (skill/competence)
+- **assist students in their learning** (skill/competence)
+- **business strategy concepts** (knowledge)
+- **compile course material** (skill/competence)
+- **curriculum objectives** (knowledge)
+- **demonstrate when teaching** (skill/competence)
+- **develop course outline** (skill/competence)
+- **economics** (knowledge)
+- **give constructive feedback** (skill/competence)
+- **guarantee students' safety** (skill/competence)
+- **instructional strategies** (knowledge)
+- **learning difficulties** (knowledge)
+- **liaise with educational staff** (skill/competence)
+- **liaise with educational support staff** (skill/competence)
+- **maintain students' discipline** (skill/competence)
+- **manage student relationships** (skill/competence)
+- **monitor developments in field of expertise** (skill/competence)
+- **monitor student's behaviour** (skill/competence)
+- **perform classroom management** (skill/competence)
+- **post-secondary school procedures** (knowledge)
+- **prepare lesson content** (skill/competence)
+- **secondary school procedures** (knowledge)
+- **teach business principles** (skill/competence)
+- **teach economic principles** (skill/competence)
+
+## Optional
+
+- adolescent socialisation behaviour (knowledge)
+- arrange parent teacher meeting (skill/competence)
+- assist in the organisation of school events (skill/competence)
+- business law (knowledge)
+- business management principles (knowledge)
+- business processes (knowledge)
+- commercial law (knowledge)
+- consult student's support system (skill/competence)
+- corporate law (knowledge)
+- disability types (knowledge)
+- escort students on a field trip (skill/competence)
+- facilitate teamwork between students (skill/competence)
+- financial jurisdiction (knowledge)
+- identify cross-curricular links with other subject areas (skill/competence)
+- identify learning disorders (skill/competence)
+- keep records of attendance (skill/competence)
+- manage resources for educational purposes (skill/competence)
+- mathematics (knowledge)
+- monitor educational developments (skill/competence)
+- oversee extra-curricular activities (skill/competence)
+- perform playground surveillance (skill/competence)
+- prepare youths for adulthood (skill/competence)
+- provide lesson materials (skill/competence)
+- recognise indicators of gifted student (skill/competence)
+- statistics (knowledge)
+- work with virtual learning environments (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 47 ads, as of 2026-07-09)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- curriculum development — **34 %**
+- teaching — **30 %**
+- economics teaching — **26 %**
+- lesson planning — **21 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,56 @@
+# Tasks & work activities — business studies and economics teacher secondary school
+
+Source: O*NET 30.3, occupation 25-1063.00 (Economics Teachers, Postsecondary).
+
+## Task statements
+
+- **[Core]** Prepare and deliver lectures to undergraduate or graduate students on topics such as econometrics, price theory, and macroeconomics.
+- **[Core]** Prepare course materials, such as syllabi, homework assignments, and handouts.
+- **[Core]** Evaluate and grade students' class work, assignments, and papers.
+- **[Core]** Compile, administer, and grade examinations, or assign this work to others.
+- **[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]** Initiate, facilitate, and moderate classroom discussions.
+- **[Core]** Maintain regularly scheduled office hours to advise and assist students.
+- **[Core]** Select and obtain materials and supplies, such as textbooks.
+- **[Core]** Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.
+- **[Core]** Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.
+- **[Core]** Supervise undergraduate or graduate teaching, internship, and research work.
+- **[Core]** Advise students on academic and vocational curricula and on career issues.
+- **[Core]** Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues.
+- **[Core]** Collaborate with colleagues to address teaching and research issues.
+- **[Core]** Compile bibliographies of specialized materials for outside reading assignments.
+- **[Core]** Participate in student recruitment, registration, and placement activities.
+- **[Core]** Perform administrative duties, such as serving as department head.
+- **[Core]** Write grant proposals to procure external research funding.
+- **[Supplemental]** Participate in campus and community events.
+- **[Supplemental]** Provide professional consulting services to government or industry.
+- **[Supplemental]** Act as advisers to student organizations.
+
+## Detailed work activities
+
+- Administer tests to assess educational needs or progress.
+- Advise educators on curricula, instructional methods, or policies.
+- 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 student research or internship work.
+- Teach social science courses at the college level.
+- Write articles, books or other original materials in area of expertise.
+- Write grant proposals.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,44 @@
+# Tools & technology — business studies and economics teacher secondary school
+
+Source: O*NET 30.3 'Software Skills' for 25-1063.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Python | Object or component oriented development software | yes |
+| R | Object or component oriented development software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Facebook | Web page creation and editing software | yes |
+| Google Docs | Word processing software | yes |
+| Microsoft Word | Word processing software | yes |
+| Aptech Systems GAUSS | Analytical or scientific software |  |
+| Econometric Software LIMDEP | Analytical or scientific software |  |
+| Econport | Analytical or scientific software |  |
+| Estima RATS | Analytical or scientific software |  |
+| FEAR | Analytical or scientific software |  |
+| Gnuplot | Analytical or scientific software |  |
+| Insightful S-PLUS | Analytical or scientific software |  |
+| Minitab | Analytical or scientific software |  |
+| Python Experimental Economics Toolkit PEET | Analytical or scientific software |  |
+| StataCorp Stata | Analytical or scientific software |  |
+| Time series modeling TSM software | Analytical or scientific software |  |
+| Zocalo | Analytical or scientific software |  |
+| z-Tree | 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 |  |
+| Moodle | Computer based training software |  |
+| Sakai CLE | Computer based training software |  |
+| Email software | Electronic mail software |  |
+| JessX stock simulator software | Financial analysis software |  |
+| DOC Cop | Information retrieval or search software |  |
+| iParadigms Turnitin | Information retrieval or search software |  |
+| Web browser software | Internet browser software |  |
+| Sun Microsystems Java | Object or component oriented development software |  |
+| Image scanning software | Optical character reader OCR or scanning software |  |
+| Collaborative editing software | Word processing software |  |