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# Data provenance — business-analyst
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-analyst
"ESCO (occupation & competences)" : 54
"O*NET (tasks & tools)" : 233
"Job boards (market evidence)" : 102
"Anthropic official Claude skills" : 7
"External AI skill packs (mapped)" : 160
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 54 | 9.7 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 233 | 41.9 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 102 | 18.3 % | 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 | 7 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 160 | 28.8 % | 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).

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---
name: business-analyst
description: "Occupational skill for the role 'business analyst' (also: management consultant, standardisation manager, business strategy analyst, organisational developer, standardisation expert, business strategy consultant). Use when the user asks for typical business analyst work such as: Provide technical support for existing reports, dashboards, or other tools.; Maintain library of model documents, templates, or other reusable knowledge assets.; Identify or monitor current and potential customers, using business intelligence tools."
---
# Business Analyst
Business analysts research and understand the strategic position of businesses and companies in relation to their markets and their stakeholders. They analyse and present their views on how the company, from many perspectives, can improve its strategic position and internal corporate structure. They assess needs for change, communication methods, technology, IT tools, new standards and certifications.
## Core workflow
1. Provide technical support for existing reports, dashboards, or other tools.
2. Maintain library of model documents, templates, or other reusable knowledge assets.
3. Identify or monitor current and potential customers, using business intelligence tools.
4. Create or review technical design documentation to ensure the accurate development of reporting solutions.
5. Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends.
6. Maintain or update business intelligence tools, databases, dashboards, systems, or methods.
7. Manage timely flow of business intelligence information to users.
8. Identify and analyze industry or geographic trends with business strategy implications.
## How to use this skill
- Read [references/profile.md](references/profile.md) for the occupation profile and scope.
- Consult [references/tasks.md](references/tasks.md) for the full task and activity inventory.
- Check [references/skills.md](references/skills.md) for essential vs. optional competences.
- Check [references/tools.md](references/tools.md) for the software commonly used in this role.
- See [references/ai-skills.md](references/ai-skills.md) — matched external AI agent skills (per-source attribution).
## Key competences (essential)
- advise on efficiency improvements
- align efforts towards business development
- analyse business plans
- analyse external factors of companies
- analyse financial performance of a company
- analyse internal factors of companies
- apply change management
- build business relationships
- business analysis
- business analytics
- business communication
- conduct qualitative research
- conduct quantitative research
- data visualisation software
- digital data processing
## Hot technologies
- IBM SPSS Statistics
- SAS
- The MathWorks MATLAB
- GitHub
- Alteryx software
- Apache Spark
- Google Looker Analytics
- Microsoft Power BI
- Tableau
- Oracle Cloud software
<!-- hot-tech -->
## Hot technologies
Top tools from 40 gated job ads (see references/market.md, as of 2026-07-09):
- Microsoft Excel — 28 %
- Jira — 25 %
- SQL — 15 %
- Confluence — 12 %
- Tableau — 12 %
- Microsoft PowerPoint — 10 %
- microsoft office — 8 %
- Microsoft Word — 8 %
- Power BI — 8 %
- SharePoint — 8 %
<!-- hot-tech -->
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/60082a99-d8ef-4e84-9290-78902681b6ed), O*NET 30.3 (15-2051.01). See manifest.json for licensing/attribution.*

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{
"name": "business-analyst",
"title": "business analyst",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/60082a99-d8ef-4e84-9290-78902681b6ed",
"esco_code": "2421.1",
"isco_group": "2421",
"onet_soc": "15-2051.01",
"crosswalk_match": "exactMatch"
},
"sources": [
{
"name": "ESCO",
"version": "1.2.1",
"url": "https://esco.ec.europa.eu/"
},
{
"name": "O*NET",
"version": "30.3",
"url": "https://www.onetcenter.org/",
"license": "CC BY 4.0"
}
],
"attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
"counts": {
"tasks": 17,
"dwas": 12,
"skills_essential": 26,
"skills_optional": 27,
"software": 203
},
"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": 4
},
"wshobson/agents": {
"repo": "https://github.com/wshobson/agents",
"commit": "6fd3247",
"license": "MIT (c) Seth Hobson",
"skills": 7
},
"NVIDIA/skills": {
"repo": "https://github.com/NVIDIA/skills",
"commit": "153b14b",
"license": "CC-BY-4.0 (skills/docs), Apache-2.0 (code)",
"skills": 12
},
"google/skills": {
"repo": "https://github.com/google/skills",
"commit": "b15f327",
"license": "Apache-2.0",
"skills": 12
},
"phuryn/pm-skills": {
"repo": "https://github.com/phuryn/pm-skills",
"commit": "18468a9",
"license": "MIT",
"skills": 9
},
"ConardLi/garden-skills": {
"repo": "https://github.com/ConardLi/garden-skills",
"commit": "fbd6453",
"license": "MIT",
"skills": 1
},
"brycewang-stanford/Auto-Empirical-Research-Skills": {
"repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills",
"commit": "85bf545",
"license": "CC-BY-4.0",
"skills": 2
},
"ferdinandobons/startup-skill": {
"repo": "https://github.com/ferdinandobons/startup-skill",
"commit": "a5f97c3",
"license": "MIT",
"skills": 1
},
"Ericyoung-183/alpha-insights": {
"repo": "https://github.com/Ericyoung-183/alpha-insights",
"commit": "30c1e87",
"license": "MIT",
"skills": 1
},
"ognjengt/founder-skills": {
"repo": "https://github.com/ognjengt/founder-skills",
"commit": "a45931c",
"license": "MIT",
"skills": 1
},
"nexscope-ai/eCommerce-Skills": {
"repo": "https://github.com/nexscope-ai/eCommerce-Skills",
"commit": "56f3288",
"license": "MIT",
"skills": 2
},
"alirezarezvani/claude-code-skill-factory": {
"repo": "https://github.com/alirezarezvani/claude-code-skill-factory",
"commit": "ba18b31",
"license": "MIT",
"skills": 1
},
"serejaris/personal-corp-skills": {
"repo": "https://github.com/serejaris/personal-corp-skills",
"commit": "b517d36",
"license": "MIT",
"skills": 1
},
"serejaris/personal-corp-os": {
"repo": "https://github.com/serejaris/personal-corp-os",
"commit": "9d3660e",
"license": "MIT",
"skills": 1
},
"alirezarezvani/claude-skills": {
"repo": "https://github.com/alirezarezvani/claude-skills",
"commit": "0241f43",
"license": "MIT",
"skills": 4
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 4
},
"davepoon/buildwithclaude": {
"repo": "https://github.com/davepoon/buildwithclaude",
"commit": "3c94e0c",
"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": 1
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 3
},
"K-Dense-AI/claude-scientific-skills": {
"repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 1
},
"foryourhealth111-pixel/Vibe-Skills": {
"repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
"commit": "34429a8",
"license": "Apache-2.0",
"skills": 2
},
"K-Dense-AI/scientific-agent-skills": {
"repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
"commit": "4d97e29",
"license": "MIT",
"skills": 1
},
"mukul975/Anthropic-Cybersecurity-Skills": {
"repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
"commit": "673da1f",
"license": "Apache-2.0",
"skills": 1
},
"coreyhaines31/makerskills": {
"repo": "https://github.com/coreyhaines31/makerskills",
"commit": "17218de",
"license": "MIT",
"skills": 1
},
"microsoft/power-platform-skills": {
"repo": "https://github.com/microsoft/power-platform-skills",
"commit": "0d7ed9a",
"license": "MIT",
"skills": 2
},
"affaan-m/everything-claude-code": {
"repo": "https://github.com/affaan-m/everything-claude-code",
"commit": "ed38744",
"license": "MIT",
"skills": 1
},
"mohitagw15856/pm-claude-skills": {
"repo": "https://github.com/mohitagw15856/pm-claude-skills",
"commit": "876fa30",
"license": "MIT",
"skills": 1
},
"jezweb/claude-skills": {
"repo": "https://github.com/jezweb/claude-skills",
"commit": "e875a6b",
"license": "MIT",
"skills": 1
},
"infrasity-labs/dev-gtm-claude-skills": {
"repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills",
"commit": "02cfefb",
"license": "MIT",
"skills": 1
}
},
"total_skills": 80,
"tiers": {
"core": 51,
"adjacent": 29
}
},
"provenance": {
"items": {
"esco": 54,
"onet": 233,
"jobads": 102,
"wiki_ai": 0,
"anthropic": 7,
"ai_skills": 160,
"stackx": 0
},
"share_percent": {
"esco": 9.7,
"onet": 41.9,
"jobads": 18.3,
"wiki_ai": 0.0,
"anthropic": 1.3,
"ai_skills": 28.8,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — business-analyst
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) |
| `xlsx` | adjacent | Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .xltx, .csv, or .tsv file (e.g., adding columns, computing formulas, … | [source](https://github.com/anthropics/skills/tree/main/skills/xlsx) |
| `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: wshobson/agents
- Repository: [https://github.com/wshobson/agents](https://github.com/wshobson/agents) (commit `6fd3247`, retrieved 2026-07-14)
- License: MIT (c) Seth Hobson
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `startup-financial-modeling` | core | Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and scenario planning for early-stage startups. Use this skill when creating financial projections, calculating burn rate or … | [source](https://github.com/wshobson/agents/tree/main/plugins/startup-business-analyst/skills/startup-financial-modeling) |
| `market-sizing-analysis` | core | Calculate TAM/SAM/SOM for market opportunities using top-down, bottom-up, and value theory methodologies. Use this skill when sizing markets, estimating addressable revenue, validating market opportunity for a new venture, or building … | [source](https://github.com/wshobson/agents/tree/main/plugins/startup-business-analyst/skills/market-sizing-analysis) |
| `startup-metrics-framework` | core | Track, calculate, and optimize key performance metrics for SaaS, marketplace, consumer, and B2B startups from seed through Series A, including unit economics, growth efficiency, and cash management. Use this skill when defining a metrics … | [source](https://github.com/wshobson/agents/tree/main/plugins/startup-business-analyst/skills/startup-metrics-framework) |
| `team-composition-analysis` | core | Design optimal team structures, hiring plans, compensation strategies, and equity allocation for early-stage startups from pre-seed through Series A. Use this skill when planning headcount, determining which roles to hire next, setting … | [source](https://github.com/wshobson/agents/tree/main/plugins/startup-business-analyst/skills/team-composition-analysis) |
| `competitive-landscape` | adjacent | Analyze competition, identify differentiation opportunities, and develop winning market positioning strategies using Porter's Five Forces, Blue Ocean Strategy, and positioning maps. Use this skill when evaluating competitors, assessing … | [source](https://github.com/wshobson/agents/tree/main/plugins/startup-business-analyst/skills/competitive-landscape) |
| `data-storytelling` | adjacent | Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting analytics to stakeholders, creating data reports, or building executive presentations. | [source](https://github.com/wshobson/agents/tree/main/plugins/business-analytics/skills/data-storytelling) |
| `kpi-dashboard-design` | adjacent | Design effective KPI dashboards with metrics selection, visualization best practices, and real-time monitoring patterns. Use this skill when building an executive SaaS metrics dashboard tracking MRR, churn, and LTV/CAC ratios; designing an … | [source](https://github.com/wshobson/agents/tree/main/plugins/business-analytics/skills/kpi-dashboard-design) |
## Source: ConardLi/garden-skills
- Repository: [https://github.com/ConardLi/garden-skills](https://github.com/ConardLi/garden-skills) (commit `fbd6453`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `kb-retriever` | adjacent | 面向本地知识库目录的检索和问答助手。核心流程：(1)分层索引导航 (2)遇到PDF/Excel时必须先读取references学习处理方法 (3)处理文件后再检索。按文件类型组合使用 grep、Read、pdfplumber、pandas 进行渐进式检索，避免整文件加载。用户问题涉及"从知识库目录回答问题/检索信息/查资料"时使用。 | [source](https://github.com/ConardLi/garden-skills/tree/fbd6453/skills/kb-retriever) |
## 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 |
|---|---|---|---|
| `spec-creation` | core | Feature specification creation from codebase research. Produces requirements, acceptance criteria, architecture decisions, implementation plans, and risk analysis. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/methodologies/claudekit/skills/spec-creation) |
| `learning-needs-analysis` | core | Conduct comprehensive learner audience analysis, identify performance gaps, and determine instructional requirements using surveys, interviews, and data analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/education/skills/learning-needs-analysis) |
| `security-sandbox` | core | Isolated analysis environment management for malware and exploit testing. Create and manage isolated VMs, configure Cuckoo Sandbox, set up REMnux/FlareVM environments, manage Docker-based analysis containers, and capture filesystem and … | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/security-research/skills/security-sandbox) |
## Source: affaan-m/everything-claude-code
- Repository: [https://github.com/affaan-m/everything-claude-code](https://github.com/affaan-m/everything-claude-code) (commit `ed38744`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ito-basket-compare` | core | Compare Itô prediction-market baskets against a user's knowledge base, portfolio notes, financial context, watchlist, or research thesis. Use for read-only basket comparison and gap analysis without investment advice or live trading. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/ito-basket-compare) |
## Source: alirezarezvani/claude-code-skill-factory
- Repository: [https://github.com/alirezarezvani/claude-code-skill-factory](https://github.com/alirezarezvani/claude-code-skill-factory) (commit `ba18b31`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `slash-command-factory` | core | Generate custom Claude Code slash commands through intelligent 5-7 question flow. Creates powerful commands for business research, content analysis, healthcare compliance, API integration, documentation automation, and workflow … | [source](https://github.com/alirezarezvani/claude-code-skill-factory/tree/ba18b31/generated-skills/slash-command-factory) |
## Source: alirezarezvani/claude-skills
- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `senior-pm` | core | Senior Project Manager for enterprise software, SaaS, and digital transformation projects. Specializes in portfolio management, quantitative risk analysis, resource optimization, stakeholder alignment, and executive reporting. Uses … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/project-management/skills/senior-pm) |
| `pm-skills` | core | Use when coordinating project-delivery work across the 8 project-management sub-skills — sprint/velocity analytics, portfolio health, Jira/JQL, Confluence, Atlassian admin, templates, meeting analysis, team comms. Triggers on 'our sprints … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/project-management/skills/pm-skills) |
| `capa-officer` | core | CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness verification, and CAPA metrics. Use when running CAPA investigations, 5-Why analysis, fishbone diagrams, root cause … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/capa-officer) |
| `ceo-advisor` | core | Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/ceo-advisor) |
## 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 |
|---|---|---|---|
| `business-skills` | core | 5 business research skills. Trigger: business strategy, market analysis, competitive intelligence. Design: analytical frameworks and methods for management and innovation research. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business) |
| `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) |
## Source: coreyhaines31/makerskills
- Repository: [https://github.com/coreyhaines31/makerskills](https://github.com/coreyhaines31/makerskills) (commit `17218de`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `deep-research` | core | When you want multi-source, multi-step research on a topic — competitor research before a sales call, market research for a new business idea, positioning angles, due diligence on a partnership or podcast guest, tech decision research … | [source](https://github.com/coreyhaines31/makerskills/tree/17218de/skills/deep-research) |
## Source: davepoon/buildwithclaude
- Repository: [https://github.com/davepoon/buildwithclaude](https://github.com/davepoon/buildwithclaude) (commit `3c94e0c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `lead-research-assistant` | core | Identifies high-quality leads for your product or service by analyzing your business, searching for target companies, and providing actionable contact strategies. Perfect for sales, business development, and marketing professionals. | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/all-skills/skills/lead-research-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 |
|---|---|---|---|
| `data-scientist` | core | Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and business intelligence. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/data-scientist) |
| `lead-research-assistant` | core | Identifies high-quality leads for your product or service by analyzing your business, searching for target companies, and providing actionable contact strategies. Perfect for sales, business development, and marketing professionals. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/lead-research-assistant) |
| `senior-data-scientist` | core | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/senior-data-scientist) |
| `postgresql-optimization` | core | PostgreSQL database optimization workflow for query tuning, indexing strategies, performance analysis, and production database management. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/database/postgresql-optimization) |
## Source: Ericyoung-183/alpha-insights
- Repository: [https://github.com/Ericyoung-183/alpha-insights](https://github.com/Ericyoung-183/alpha-insights) (commit `30c1e87`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `alpha-insights` | core | Business Analyst Skill. Triggered when users ask about business analysis, industry research, competitive analysis, product analysis, business model analysis, business opportunity discovery, market entry strategy, investment decisions, … | [source](https://github.com/Ericyoung-183/alpha-insights/tree/30c1e87) |
## Source: ferdinandobons/startup-skill
- Repository: [https://github.com/ferdinandobons/startup-skill](https://github.com/ferdinandobons/startup-skill) (commit `a5f97c3`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `startup-design` | core | Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and validation experiments. Trigger when the user has a startup … | [source](https://github.com/ferdinandobons/startup-skill/tree/a5f97c3/startup-design) |
## Source: foryourhealth111-pixel/Vibe-Skills
- Repository: [https://github.com/foryourhealth111-pixel/Vibe-Skills](https://github.com/foryourhealth111-pixel/Vibe-Skills) (commit `34429a8`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `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) |
| `senior-data-scientist` | core | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy, Pandas, Scikit-learn), R, SQL, statistical methods, A/B testing, time series, and business … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/senior-data-scientist) |
## 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 |
|---|---|---|---|
| `customer-research` | core | When the user wants to conduct, analyze, or synthesize customer research. Use when the user mentions "customer research," "ICP research," "talk to customers," "analyze transcripts," "customer interviews," "survey analysis," "support ticket … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/customer-research) |
## 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 |
|---|---|---|---|
| `cursor-team-setup` | core | Set up Cursor for teams: plan selection, member management, shared rules, admin dashboard, and onboarding. Triggers on "cursor team", "cursor organization", "cursor business", "cursor enterprise setup", "cursor admin". | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/cursor-pack/skills/cursor-team-setup) |
## Source: jezweb/claude-skills
- Repository: [https://github.com/jezweb/claude-skills](https://github.com/jezweb/claude-skills) (commit `e875a6b`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `strategy-document` | core | Write structured strategic documents for small and medium businesses: SWOT analyses, lean business plans, OKRs, competitive analyses. Each mode has a defined structure and quality bar. Use whenever a business asks to articulate strategy, … | [source](https://github.com/jezweb/claude-skills/tree/e875a6b/plugins/writing/skills/strategy-document) |
## 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 |
|---|---|---|---|
| `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 |
|---|---|---|---|
| `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: microsoft/power-platform-skills
- Repository: [https://github.com/microsoft/power-platform-skills](https://github.com/microsoft/power-platform-skills) (commit `0d7ed9a`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `integrate-backend` | core | Analyzes the user's business problem and recommends the right backend integration approach — Web API, AI Web API (generative summaries / grounded search), Server Logic, Cloud Flows, or a combination — for a Power Pages site, then routes to … | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/power-pages/skills/integrate-backend) |
| `add-excel` | core | Adds Excel Online (Business) connector to a Power Apps code app. Use when reading or writing Excel workbook data from OneDrive or SharePoint. | [source](https://github.com/microsoft/power-platform-skills/tree/0d7ed9a/plugins/code-apps/skills/add-excel) |
## 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 |
|---|---|---|---|
| `retention-analysis` | core | Structure a retention analysis, churn investigation, or engagement deep-dive for any product team. Use when asked to analyse user retention, investigate churn, measure DAU/MAU, or build a retention improvement plan. Produces a retention … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-analytics/skills/retention-analysis) |
## 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: 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-business-plan` | core | Create a comprehensive e-commerce business plan. Market analysis, financial projections, marketing strategy, operations planning, and milestone roadmap for new or growing e-commerce businesses. | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-business-plan) |
| `tiktok-shop-analytics` | core | TikTok Shop analytics and performance tracking. Video metrics, live selling data, affiliate performance, advertising analytics, and business intelligence. Use when the user asks about TikTok Shop analytics, performance tracking, metrics … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/tiktok-shop-analytics) |
## Source: ognjengt/founder-skills
- Repository: [https://github.com/ognjengt/founder-skills](https://github.com/ognjengt/founder-skills) (commit `a45931c`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `competitor-intel` | core | Analyzes competitors using web research to provide verified business metrics, actionable leverage strategies, and predicted next moves. Use when user needs competitive intelligence, competitor analysis, market positioning insights, or … | [source](https://github.com/ognjengt/founder-skills/tree/a45931c/skills/competitor-intel) |
## Source: serejaris/personal-corp-os
- Repository: [https://github.com/serejaris/personal-corp-os](https://github.com/serejaris/personal-corp-os) (commit `9d3660e`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ceo-council` | core | Use when needing strategic project analysis from multiple independent expert perspectives. Triggers on business decisions, growth strategy, product direction, competitive analysis, or any situation where diverse C-level opinions reduce … | [source](https://github.com/serejaris/personal-corp-os/tree/9d3660e/skills/ceo-council) |
## Source: serejaris/personal-corp-skills
- Repository: [https://github.com/serejaris/personal-corp-skills](https://github.com/serejaris/personal-corp-skills) (commit `b517d36`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `ceo-council` | core | Use when needing strategic project analysis from multiple independent expert perspectives. Triggers on business decisions, growth strategy, product direction, competitive analysis, or any situation where diverse C-level opinions reduce … | [source](https://github.com/serejaris/personal-corp-skills/tree/b517d36/skills/ceo-council) |
## Source: google/skills
- Repository: [https://github.com/google/skills](https://github.com/google/skills) (commit `b15f327`, retrieved 2026-07-14)
- License: Apache-2.0
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `bigquery-basics` | core | Manages datasets, tables, and jobs in BigQuery. Use when you need to interact with BigQuery, run SQL queries, manage BigQuery resources (datasets, tables, views), or perform basic data ingestion and analysis. | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/bigquery-basics) |
| `datalineage-bigquery-asset-impact-analysis` | core | Analyzes the downstream impact (blast radius) when a BigQuery table or view is broken, stale, or modified. Identifies all downstream tables, dashboards, and processes that will be affected. Use when: - Performing a blast radius or impact … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/datalineage-bigquery-asset-impact-analysis) |
| `bigquery-ai-ml` | core | Leverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you need to write SQL queries that perform time-series forecasting, detect outliers, find key drivers, or leverage generative AI … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/bigquery-ai-ml) |
| `bigtable-basics` | core | Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column families, writing SQL queries or client library code (Java, Go, Python) for … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/bigtable-basics) |
| `cloud-sql-basics` | core | This file generates or explains Cloud SQL resources. Use this file when the user asks to create a Cloud SQL instance or database for MySQL, PostgreSQL, or SQL Server. Cloud SQL manages third-party MySQL, PostgreSQL, and SQL Server … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/cloud-sql-basics) |
| `agent-platform-eval-flywheel` | adjacent | Measures and improves the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology. Use when evaluating an agent or model, building an eval dataset, picking or writing evaluation metrics, analyzing … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/agent-platform-eval-flywheel) |
| `agent-platform-alert-configuration` | adjacent | Configures best-practice alerting policies for Google Cloud Vertex AI / Agent Platform agents on Agent Runtime. Use when analyzing, writing, or deploying alerting policies to monitor agent latency, error rates, and quality metrics … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/agent-platform-alert-configuration) |
| `alloydb-basics` | adjacent | Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB model context protocol (MCP) tools for automated database operations. | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/alloydb-basics) |
| `google-analytics-admin-api-basics` | adjacent | Manages Google Analytics account and property settings, enables the Analytics Admin API via the Cloud CLI, lists accounts and properties, and manages data streams, custom dimensions, conversion events, and integrations. Use when you need … | [source](https://github.com/google/skills/tree/b15f327/skills/analytics/google-analytics-admin-api-basics) |
| `google-analytics-data-api-basics` | adjacent | Manages Google Analytics reporting data, enables the Analytics Data API via the Cloud CLI, and creates reports using the Google Analytics Data API (v1beta). Use when you need to interact with Google Analytics properties, run customized … | [source](https://github.com/google/skills/tree/b15f327/skills/analytics/google-analytics-data-api-basics) |
| `gke-observability` | adjacent | Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus. Use when configuring GKE monitoring, setting up GKE logging, or configuring Prometheus metrics collection. Don't use to configure local … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/gke-observability) |
| `google-cloud-networking-observability` | adjacent | Investigates Google Cloud networking issues by analyzing logs, metrics, and diagnostics. Use when investigating VPC Flow Logs (including cost estimation), NAT, firewall, or threat logs, querying latency and throughput metrics, or running … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/google-cloud-networking-observability) |
## Source: NVIDIA/skills
- Repository: [https://github.com/NVIDIA/skills](https://github.com/NVIDIA/skills) (commit `153b14b`, retrieved 2026-07-14)
- License: CC-BY-4.0 (skills/docs), Apache-2.0 (code)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `vss-generate-video-report` | core | Use this skill when producing a VSS analysis report — Mode A per-clip VLM, Mode B incident-range via video-analytics. Not for standalone video summarization, real-time alerts or ad-hoc Q&A. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-generate-video-report) |
| `deepstream-dev` | core | NVIDIA DeepStream SDK 9.0 development with Python pyservicemaker API. Use when building video analytics pipelines, GStreamer-based video processing, TensorRT inference integration, object detection/tracking, or Kafka/message broker … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/deepstream-dev) |
| `vss-generate-video-calibration` | adjacent | Use to run AutoMagicCalib on local MP4s, RTSP, or the bundled sample dataset, and to deploy vss-auto-calibration when needed. Do not use for non-AMC calibration or runtime analytics. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-generate-video-calibration) |
| `vss-manage-alerts` | adjacent | Use for VSS alert workflows — real-time monitoring, Alert-Bridge subscriptions, Slack notifications, incident queries, camera onboarding. Not for non-alert analytics. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-manage-alerts) |
| `vss-query-analytics` | adjacent | Use this skill when reading video-analytics metrics, incidents, alerts, and sensor data via the VA-MCP server (port 9901). Not for live VLM or incident-range narrative reports. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-query-analytics) |
| `vss-setup-behavior-analytics` | adjacent | Use to deploy the vss-behavior-analytics service standalone (entrypoint, config-source, optional calibration). Not for the full warehouse deploy. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-setup-behavior-analytics) |
| `vss-setup-video-analytics-api` | adjacent | Use to deploy the vss-video-analytics-api REST service standalone (config-source, data-log bind, Elasticsearch, optional Kafka). Not for full warehouse deploy. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-setup-video-analytics-api) |
| `nemo-evaluator-plugin` | adjacent | Use when working on the Evaluator plugin CLI, jobs, SDK-backed specs, metric types, or plugin-owned Evaluator skills. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nemo-evaluator-plugin) |
| `nv-reason-cxr` | adjacent | Used for command-shape or live NV-Reason-CXR chest X-ray reasoning smoke tests. Not for diagnosis or clinical reporting. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nv-reason-cxr) |
| `tao-train-depth-anything-v2` | adjacent | Monocular depth estimation using Metric Depth Anything v2 or Relative Depth Anything architectures. Predicts per-pixel depth from single RGB images. Use when training, evaluating, exporting, or running inference for a TAO monocular depth … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-train-depth-anything-v2) |
| `tao-train-metric-learning-recognition` | adjacent | Metric-learning recognition (ml-recog) for fine-grained visual recognition. Learns embeddings for retrieval-based matching (e.g., retail product recognition) using triplet / contrastive losses. Use when training, evaluating, exporting, or … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-train-metric-learning-recognition) |
| `tao-train-reid` | adjacent | Person re-identification (ReID). Learns discriminative embeddings to match the same person across different camera views, based on metric learning. Use when training, evaluating, exporting, or running inference for a TAO person … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-train-reid) |
## Source: phuryn/pm-skills
- Repository: [https://github.com/phuryn/pm-skills](https://github.com/phuryn/pm-skills) (commit `18468a9`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `lean-canvas` | core | Generate a Lean Canvas with problem, solution, metrics, cost structure, UVP, unfair advantage, channels, segments, and revenue. Use when exploring a lean startup canvas, testing a business hypothesis, or modeling a new venture. | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-product-strategy/skills/lean-canvas) |
| `cohort-analysis` | core | Perform cohort analysis on user engagement data — retention curves, feature adoption trends, and segment-level insights. Use when analyzing user retention by cohort, studying feature adoption over time, investigating churn patterns, or … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-data-analytics/skills/cohort-analysis) |
| `ab-test-analysis` | core | Analyze A/B test results with statistical significance, sample size validation, confidence intervals, and ship/extend/stop recommendations. Use when evaluating experiment results, checking if a test reached significance, interpreting split … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-data-analytics/skills/ab-test-analysis) |
| `dummy-dataset` | core | Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when creating test data, building mock datasets, or generating sample data for development and … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-execution/skills/dummy-dataset) |
| `sql-queries` | core | Generate SQL queries from natural language descriptions. Supports BigQuery, PostgreSQL, MySQL, and other dialects. Reads database schemas from uploaded diagrams or documentation. Use when writing SQL, building data reports, exploring … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-data-analytics/skills/sql-queries) |
| `north-star-metric` | adjacent | Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation. Classify the business game (Attention, Transaction, Productivity) and validate against 7 criteria for an effective North Star. Use when choosing … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-marketing-growth/skills/north-star-metric) |
| `gtm-strategy` | adjacent | Create a go-to-market strategy covering marketing channels, messaging, success metrics, and launch timeline. Use when planning a product launch, creating a GTM plan from scratch, or defining a launch strategy for a new market. | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-go-to-market/skills/gtm-strategy) |
| `metrics-dashboard` | adjacent | Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard, defining KPIs, setting up product analytics, or building a data monitoring plan. | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-product-discovery/skills/metrics-dashboard) |
| `product-strategy` | adjacent | Create a comprehensive product strategy using the 9-section Product Strategy Canvas — vision, segments, costs, value propositions, trade-offs, metrics, growth, capabilities, and defensibility. Use when building a product strategy, creating … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-product-strategy/skills/product-strategy) |

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# Berufsbild (Deutschland) — Business-Analyst/in
> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 15350,
> KldB 2010: B 71314 · 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/15350
## Aufgaben und Tätigkeiten kompakt
Business-Analysten und -Analystinnen untersuchen Geschäftsprozesse eines Unternehmens, um Schwachstellen und etwaige Kundenwünsche zu erkennen. Auf Basis ihrer Analyse legen sie fest, welche neuen Strukturen, Prozesse sowie IT- und Auch: selbstlernendes Wissensnetzwerk
Software, die auf der Grundlage von Machine Learning Wissen in einem Unternehmen oder einer Behörde nutzbar macht und beim Suchen nach Informationen hilft. Lernende Algorithmen analysieren dabei vorliegende Dokumente, Systematiken, Frageinhalte und Nutzeraktivitäten und liefern immer präzisere Antworten. In einigen Ansätzen erzeugt und speist die auf künstlicher Intelligenz basierende Wissenstechnologie virtuelle Experten, die Mitarbeiter/innen beraten.
" name="KI-gestütztes Wissensmanagement">Wissensmanagement-Systeme benötigt werden. Diese Anwendungen führen sie in das Unternehmen ein und passen sie an. Dabei berücksichtigen sie Kosten und Personalbedarf. Zudem arbeiten sie mit anderen Fachbereichen zusammen, um ihre Verbesserungsvorschläge umzusetzen. Dabei leiten sie Personal an und unterstützen sie ggf. durch Coaching-Maßnahmen.
## Tätigkeitsbezeichnungen
Business-Analyst/in
Auch übliche Berufsbezeichnungen/SynonymeOrganisationsberater/in
Organisationsentwickler/in
Berufsbezeichnung in englischer SpracheBusiness Analyst (m/f)
## Die Tätigkeit im Überblick
Business-Analysten und -Analystinnen optimieren und ermitteln operative Prozesse bzw. Organisationsstrukturen eines Unternehmens.
## Aufgaben und Tätigkeiten im Einzelnen
betriebliche Organisationsstrukturen bzw. operative Prozesse analysieren und Schwachstellen identifizieren
neue Organisationskonzepte auf der Grundlage strategischer Leistungsplanung und finanzieller Tragbarkeit entwickeln und umsetzen
die Entwicklung, Einführung und Anpassung von IT- und Auch: selbstlernendes Wissensnetzwerk
Software, die auf der Grundlage von Machine Learning Wissen in einem Unternehmen oder einer Behörde nutzbar macht und beim Suchen nach Informationen hilft. Lernende Algorithmen analysieren dabei vorliegende Dokumente, Systematiken, Frageinhalte und Nutzeraktivitäten und liefern immer präzisere Antworten. In einigen Ansätzen erzeugt und speist die auf künstlicher Intelligenz basierende Wissenstechnologie virtuelle Experten, die Mitarbeiter/innen beraten.
" name="KI-gestütztes Wissensmanagement">Wissensmanagement-Systemen steuern
Unternehmen, Organisationen und Institutionen zur Organisationsentwicklung oder Arbeitsplatzgestaltung beraten
Mitarbeitende anleiten und mit betrieblichen Schulungen, Kursen, Aus- und Weiterbildungsmaßnahmen unterstützen
## Arbeitsbereiche/Branchen
Business-Analysten und -Analystinnen finden Beschäftigung
bei Unternehmensberatungen
bei Unternehmen im Softwarebereich
in Industrieunternehmen
## Arbeitsorte
Business-Analysten und -Analystinnen arbeiten meist
in Büro- und Besprechungsräumen
Sie arbeiten ggf. auch
im Homeoffice bzw. mobil

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# Market evidence report — business-analyst
Source: **40 real job ads** (JSearch API, countries: us 40), 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 | 23 | 58 % |
| senior | 11 | 28 % |
| junior | 3 | 8 % |
| lead | 3 | 8 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Microsoft Excel | 11 | 28 % |
| 2 | Jira | 10 | 25 % |
| 3 | SQL | 6 | 15 % |
| 4 | Confluence | 5 | 12 % |
| 5 | Tableau | 5 | 12 % |
| 6 | Microsoft PowerPoint | 4 | 10 % |
| 7 | microsoft office | 3 | 8 % |
| 8 | Microsoft Word | 3 | 8 % |
| 9 | Power BI | 3 | 8 % |
| 10 | SharePoint | 3 | 8 % |
| 11 | Visio | 3 | 8 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 19 | 48 % |
| 2 | process improvement | 6 | 15 % |
| 3 | requirements gathering | 6 | 15 % |
| 4 | business analysis | 5 | 12 % |
| 5 | business process analysis | 5 | 12 % |
| 6 | requirements analysis | 5 | 12 % |
| 7 | change management | 4 | 10 % |
| 8 | quantitative analysis | 4 | 10 % |
| 9 | stakeholder engagement | 4 | 10 % |
| 10 | business process improvement | 3 | 8 % |
| 11 | business requirements gathering | 3 | 8 % |
| 12 | financial analysis | 3 | 8 % |
| 13 | organizational transformation | 3 | 8 % |
| 14 | performance management | 3 | 8 % |
| 15 | problem solving | 3 | 8 % |
| 16 | problem-solving | 3 | 8 % |
| 17 | process documentation | 3 | 8 % |
| 18 | requirements elicitation | 3 | 8 % |
| 19 | strategic planning | 3 | 8 % |
| 20 | strategy development | 3 | 8 % |
| 21 | system integration | 3 | 8 % |
| 22 | user acceptance testing | 3 | 8 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Agile | 7 | 18 % |
| 2 | Scrum | 6 | 15 % |
| 3 | Agile methodologies | 4 | 10 % |
| 4 | software development lifecycle (SDLC) | 4 | 10 % |
| 5 | user acceptance testing (UAT) | 3 | 8 % |
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | stakeholder communication | 5 | 12 % |
| 2 | data analysis | 4 | 10 % |
| 3 | requirement documentation | 4 | 10 % |
| 4 | requirements documentation | 4 | 10 % |
| 5 | research conduction | 3 | 8 % |
| 6 | solution development | 3 | 8 % |
## Regional breakdown
> **Corpus note:** 40 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
### US (us)
40 ads.
**Top hard skills:**
- data analysis — 48 % (19 ads)
- process improvement — 15 % (6 ads)
- requirements gathering — 15 % (6 ads)
- business analysis — 12 % (5 ads)
- business process analysis — 12 % (5 ads)
- requirements analysis — 12 % (5 ads)
- change management — 10 % (4 ads)
- quantitative analysis — 10 % (4 ads)
- stakeholder engagement — 10 % (4 ads)
- business process improvement — 8 % (3 ads)
**Top tools:**
- Microsoft Excel — 28 % (11 ads)
- Jira — 25 % (10 ads)
- SQL — 15 % (6 ads)
- Confluence — 12 % (5 ads)
- Tableau — 12 % (5 ads)
- Microsoft PowerPoint — 10 % (4 ads)
- microsoft office — 8 % (3 ads)
- Microsoft Word — 8 % (3 ads)
- Power BI — 8 % (3 ads)
- SharePoint — 8 % (3 ads)
**Seniority:** mid 58 % · senior 28 % · junior 8 % · lead 8 %
### UK (gb)
**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
### EU/DACH (de, at, ch, nl)
**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
## Job title variants in the market
| Title | Ads |
|---|---|
| Remote Management Consultant | 2 |
| Sr. Business Analyst | 2 |
| AI Strategy Consultant | 1 |
| Associate Business Analyst | 1 |
| Business Analyst (Business Analysis, Associate) | 1 |
| Business Analyst (Experienced or Senior) | 1 |
| BUSINESS ANALYST (JOURNEYMAN) | 1 |
| BUSINESS ANALYST (JOURNEYMAN) with Security Clearance | 1 |
| Business analyst (Medicaid) - Remote - Charleston, WV | 1 |
| Business Analyst / Requirements Engineer | 1 |
| Business Analyst Associate | 1 |
| Business Analyst Jobs | 1 |
| Business Analyst Principal | 1 |
| Business Analyst, DXP and Customer Data Platforms | 1 |
| Business Analyst, OCAO - (25-CAO-105000-004) | 1 |
| Business Analyst/Tester | 1 |
| Business Analyst-Winchester, VA or Washington DC | 1 |
| Business Systems Analyst | 1 |
| Commercial Support to Operations Lead (Managing Consultant) | 1 |
| Distribution/Operations Manager (Management Consultant Opportunity) | 1 |
| Global Social Impact Opportunities for Management Consultants | 1 |
| Health IT Business Analyst | 1 |
| Jr. QA Tester/Business Analyst Jobs | 1 |
| Lead Business Analyst | 1 |
| Operations Strategy & Asset Management Consultant | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.

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# Occupation profile — business analyst
- **ESCO URI:** http://data.europa.eu/esco/occupation/60082a99-d8ef-4e84-9290-78902681b6ed
- **ESCO code:** 2421.1
- **ISCO-08 group:** 2421 — Management and organisation analysts
- **O*NET-SOC:** 15-2051.01 — Business Intelligence Analysts (match: exactMatch)
## Description (ESCO)
Business analysts research and understand the strategic position of businesses and companies in relation to their markets and their stakeholders. They analyse and present their views on how the company, from many perspectives, can improve its strategic position and internal corporate structure. They assess needs for change, communication methods, technology, IT tools, new standards and certifications.
## Definition
nan
## Alternative labels
- management consultant
- standardisation manager
- business strategy analyst
- organisational developer
- standardisation expert
- business strategy consultant
- standardization expert
- business development analyst

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# Competences — business analyst
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/60082a99-d8ef-4e84-9290-78902681b6ed).
## Essential
- **advise on efficiency improvements** (skill/competence)
- **align efforts towards business development** (skill/competence)
- **analyse business plans** (skill/competence)
- **analyse external factors of companies** (skill/competence)
- **analyse financial performance of a company** (skill/competence)
- **analyse internal factors of companies** (skill/competence)
- **apply change management** (skill/competence)
- **build business relationships** (skill/competence)
- **business analysis** (knowledge)
- **business analytics** (knowledge)
- **business communication** (knowledge)
- **conduct qualitative research** (skill/competence)
- **conduct quantitative research** (skill/competence)
- **data visualisation software** (knowledge)
- **digital data processing** (nan)
- **identify undetected organisational needs** (skill/competence)
- **interpret financial statements** (skill/competence)
- **liaise with managers** (skill/competence)
- **make strategic business decisions** (skill/competence)
- **management consulting** (knowledge)
- **management systems standards** (knowledge)
- **market research** (knowledge)
- **perform business analysis** (skill/competence)
- **risk management** (knowledge)
- **scientific research methodology** (knowledge)
- **use business simulation tools** (skill/competence)
## Optional
- advise client on technical possibilities (skill/competence)
- advise on communication strategies (skill/competence)
- advise on financial matters (skill/competence)
- advise on organisational culture (skill/competence)
- advise on personnel management (skill/competence)
- advise on risk management (skill/competence)
- business intelligence (knowledge)
- business law (knowledge)
- business process modelling (knowledge)
- business strategy concepts (knowledge)
- corporate law (knowledge)
- define organisational standards (skill/competence)
- financial statements (knowledge)
- interview people (skill/competence)
- investment banking (knowledge)
- keep updated on the political landscape (skill/competence)
- market entry strategies (knowledge)
- marketing analytics (knowledge)
- organisational learning (knowledge)
- organisational policies (knowledge)
- propose ICT solutions to business problems (skill/competence)
- quality standards (knowledge)
- report analysis results (skill/competence)
- seek innovation in current practices (skill/competence)
- shape organisational teams based on competencies (skill/competence)
- support implementation of quality management systems (skill/competence)
- sustainable manufacturing (knowledge)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 40 ads, as of 2026-07-09)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- data analysis — **48 %**
<!-- market-evidence -->

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# Tasks & work activities — business analyst
Source: O*NET 30.3, occupation 15-2051.01 (Business Intelligence Analysts).
## Task statements
- **[Core]** Provide technical support for existing reports, dashboards, or other tools.
- **[Core]** Maintain library of model documents, templates, or other reusable knowledge assets.
- **[Core]** Identify or monitor current and potential customers, using business intelligence tools.
- **[Core]** Create or review technical design documentation to ensure the accurate development of reporting solutions.
- **[Core]** Communicate with customers, competitors, suppliers, professional organizations, or others to stay abreast of industry or business trends.
- **[Core]** Maintain or update business intelligence tools, databases, dashboards, systems, or methods.
- **[Core]** Manage timely flow of business intelligence information to users.
- **[Core]** Identify and analyze industry or geographic trends with business strategy implications.
- **[Core]** Document specifications for business intelligence or information technology reports, dashboards, or other outputs.
- **[Core]** Disseminate information regarding tools, reports, or metadata enhancements.
- **[Core]** Create business intelligence tools or systems, including design of related databases, spreadsheets, or outputs.
- **[Core]** Conduct or coordinate tests to ensure that intelligence is consistent with defined needs.
- **[Core]** Collect business intelligence data from available industry reports, public information, field reports, or purchased sources.
- **[Core]** Analyze technology trends to identify markets for future product development or to improve sales of existing products.
- **[Core]** Analyze competitive market strategies through analysis of related product, market, or share trends.
- **[Core]** Synthesize current business intelligence or trend data to support recommendations for action.
- **[Core]** Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders.
## Detailed work activities
- Analyze market or customer related data.
- Collect data about customer needs.
- Create databases to store electronic data.
- Develop information communication procedures.
- Develop models of information or communications systems.
- Document operational procedures.
- Document technical specifications or requirements.
- Prepare analytical reports.
- Provide technical support for software maintenance or use.
- Report information to managers or other personnel.
- Update computer database information.
- Update knowledge about emerging industry or technology trends.

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# Tools & technology — business analyst
Source: O*NET 30.3 'Software Skills' for 15-2051.01.
| Software | Category | Hot technology |
|---|---|---|
| IBM SPSS Statistics | Analytical or scientific software | yes |
| SAS | Analytical or scientific software | yes |
| The MathWorks MATLAB | Analytical or scientific software | yes |
| GitHub | Application server software | yes |
| Alteryx software | Business intelligence and data analysis software | yes |
| Apache Spark | Business intelligence and data analysis software | yes |
| Google Looker Analytics | Business intelligence and data analysis software | yes |
| Microsoft Power BI | Business intelligence and data analysis software | yes |
| Tableau | Business intelligence and data analysis software | yes |
| Oracle Cloud software | Cloud-based management software | yes |
| Splunk Enterprise | Cloud-based management software | yes |
| Atlassian JIRA | Content workflow software | yes |
| Salesforce software | Customer relationship management CRM software | yes |
| Amazon DynamoDB | Data base management system software | yes |
| Apache Cassandra | Data base management system software | yes |
| Apache Hadoop | Data base management system software | yes |
| Apache Hive | Data base management system software | yes |
| Elasticsearch | Data base management system software | yes |
| MongoDB | Data base management system software | yes |
| MySQL | Data base management system software | yes |
| NoSQL | Data base management system software | yes |
| Oracle PL/SQL | Data base management system software | yes |
| Teradata Database | Data base management system software | yes |
| Microsoft SQL Server Reporting Services SSRS | Data base reporting software | yes |
| Amazon Elastic Compute Cloud EC2 | Data base user interface and query software | yes |
| Amazon Redshift | Data base user interface and query software | yes |
| Amazon Web Services AWS software | Data base user interface and query software | yes |
| IBM DB2 | Data base user interface and query software | yes |
| Microsoft Access | Data base user interface and query software | yes |
| Microsoft SQL Server | Data base user interface and query software | yes |
| Oracle Database | Data base user interface and query software | yes |
| Structured query language SQL | Data base user interface and query software | yes |
| Transact-SQL | Data base user interface and query software | yes |
| Google Analytics | Data mining software | yes |
| Snowflake | Data mining software | yes |
| Apache Kafka | Development environment software | yes |
| C | Development environment software | yes |
| Eclipse IDE | Development environment software | yes |
| Go | Development environment software | yes |
| Microsoft .NET Framework | Development environment software | yes |
| Microsoft Azure software | Development environment software | yes |
| Microsoft PowerShell | Development environment software | yes |
| Microsoft Visual Basic | Development environment software | yes |
| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
| Microsoft Visual Studio | Development environment software | yes |
| Oracle SQL Developer | Development environment software | yes |
| Ruby | Development environment software | yes |
| Adobe Acrobat | Document management software | yes |
| Microsoft SharePoint | Document management software | yes |
| Microsoft Outlook | Electronic mail software | yes |
| Extensible markup language XML | Enterprise application integration software | yes |
| Microsoft Power Automate | Enterprise application integration software | yes |
| Microsoft Power Platform software | Enterprise application integration software | yes |
| Microsoft SQL Server Integration Services SSIS | Enterprise application integration software | yes |
| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
| SAP ERP | Enterprise resource planning ERP software | yes |
| SAP software | Enterprise resource planning ERP software | yes |
| Git | File versioning software | yes |
| ESRI ArcGIS software | Geographic information system | yes |
| Epic Systems | Medical software | yes |
| MEDITECH software | Medical software | yes |
| Informatica software | Metadata management software | yes |
| C# | Object or component oriented development software | yes |
| C++ | Object or component oriented development software | yes |
| jQuery | Object or component oriented development software | yes |
| Oracle Java | Object or component oriented development software | yes |
| Perl | Object or component oriented development software | yes |
| Python | Object or component oriented development software | yes |
| R | Object or component oriented development software | yes |
| Scala | Object or component oriented development software | yes |
| Swift | Object or component oriented development software | yes |
| Hibernate ORM | Object oriented data base management software | yes |
| PostgreSQL | Object oriented data base management software | yes |
| Microsoft Office software | Office suite software | yes |
| Bash | Operating system software | yes |
| Linux | Operating system software | yes |
| Microsoft Windows Server | Operating system software | yes |
| Red Hat Enterprise Linux | Operating system software | yes |
| Shell script | Operating system software | yes |
| UNIX | Operating system software | yes |
| UNIX Shell | Operating system software | yes |
| Microsoft PowerPoint | Presentation software | yes |
| Microsoft Visio | Process mapping and design software | yes |
| Atlassian Confluence | Project management software | yes |
| Microsoft Project | Project management software | yes |
| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
| Marketo Marketing Automation | Sales and marketing software | yes |
| Microsoft Excel | Spreadsheet software | yes |
| Facebook | Web page creation and editing software | yes |
| AJAX | Web platform development software | yes |
| Apache Tomcat | Web platform development software | yes |
| Django | Web platform development software | yes |
| Hypertext markup language HTML | Web platform development software | yes |
| JavaScript | Web platform development software | yes |
| JavaScript Object Notation JSON | Web platform development software | yes |
| Microsoft Active Server Pages ASP | Web platform development software | yes |
| Microsoft ASP.NET | Web platform development software | yes |
| PHP | Web platform development software | yes |
| Google Docs | Word processing software | yes |
| Microsoft Word | Word processing software | yes |
| Citrix cloud computing software | Access software | |
| Fund accounting software | Accounting software | |
| Tax software | Accounting software | |
| Minitab | Analytical or scientific software | |
| Rogue Wave Software IMSL Numerical Libraries | Analytical or scientific software | |
| StataCorp Stata | Analytical or scientific software | |
| Oracle WebLogic Server | Application server software | |
| Red Hat WildFly | Application server software | |
| Veritas NetBackup | Backup or archival software | |
| IBM Cognos Impromptu | Business intelligence and data analysis software | |
| MicroStrategy | Business intelligence and data analysis software | |
| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software | |
| Qlik Tech QlikView | Business intelligence and data analysis software | |
| IBM WebSphere | Cloud-based management software | |
| IBM Domino | Communications server software | |
| PTC Creo Parametric | Computer aided design CAD software | |
| Blackbaud The Raiser's Edge | Customer relationship management CRM software | |
| Oracle Eloqua | Customer relationship management CRM software | |
| Oracle Siebel Marketing Resource Management | Customer relationship management CRM software | |
| Apache Pig | Data base management system software | |
| Apache Solr | Data base management system software | |
| Relational database management software | Data base management system software | |
| Actuate Eclipse BIRT | Data base reporting software | |
| Information Builders WebFOCUS | Data base reporting software | |
| Microsoft Proclarity | Data base reporting software | |
| Panorama NovaView | Data base reporting software | |
| Reporting software | Data base reporting software | |
| SAP Crystal Reports | Data base reporting software | |
| SiSense Prism | Data base reporting software | |
| Airtable | Data base user interface and query software | |
| Database software | Data base user interface and query software | |
| FileMaker Pro | Data base user interface and query software | |
| Oracle Essbase | Data base user interface and query software | |
| Oracle JDBC | Data base user interface and query software | |
| Data warehouse software | Data mining software | |
| Informatica Data Explorer | Data mining software | |
| SAP NetWeaver BW | Data mining software | |
| Eko | Desktop communications software | |
| Skype | Desktop communications software | |
| Microsoft Publisher | Desktop publishing software | |
| Adobe ActionScript | Development environment software | |
| Apache Ant | Development environment software | |
| Business Objects Data Integrator | Development environment software | |
| Common business oriented language COBOL | Development environment software | |
| Integrated development environment IDE software | Development environment software | |
| Microsoft Visual Basic Scripting Edition VBScript | Development environment software | |
| IBM Notes | Electronic mail software | |
| Microsoft Exchange | Electronic mail software | |
| IBM InfoSphere DataStage | Enterprise application integration software | |
| SAP BusinessObjects Data Integrator | Enterprise application integration software | |
| Microsoft Dynamics | Enterprise resource planning ERP software | |
| Microsoft Dynamics GP | Enterprise resource planning ERP software | |
| NetSuite ERP | Enterprise resource planning ERP software | |
| Oracle Fusion Applications | Enterprise resource planning ERP software | |
| Oracle Hyperion | Enterprise resource planning ERP software | |
| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software | |
| Oracle PeopleSoft Financials | Enterprise resource planning ERP software | |
| SAP Business Objects | Enterprise resource planning ERP software | |
| IBM Power Systems software | Enterprise system management software | |
| Delphi Technology | Financial analysis software | |
| IBM Unica Enterprise | Financial analysis software | |
| Oracle E-Business Suite Financials | Financial analysis software | |
| Geographic information system GIS software | Geographic information system | |
| Salesforce Visualforce | Graphical user interface development software | |
| Human resource management software HRMS | Human resources software | |
| Oracle Taleo | Human resources software | |
| LexisNexis | Information retrieval or search software | |
| Healthcare common procedure coding system HCPCS | Medical software | |
| Medical condition coding software | Medical software | |
| Medical procedure coding software | Medical software | |
| Data modeling software | Metadata management software | |
| Quest Erwin Data Modeler | Metadata management software | |
| Nagios | Network monitoring software | |
| Wireshark | Network monitoring software | |
| Virtual private networking VPN software | Network security and virtual private network VPN equipment software | |
| Advanced business application programming ABAP | Object or component oriented development software | |
| Apache Groovy | Object or component oriented development software | |
| Jupyter Notebook | Object or component oriented development software | |
| Microsoft ActiveX | Object or component oriented development software | |
| Hewlett Packard HP-UX | Operating system software | |
| Job control language JCL | Operating system software | |
| KornShell | Operating system software | |
| Oracle Solaris | Operating system software | |
| Ubuntu | Operating system software | |
| Apache HTTP Server | Portal server software | |
| Google Slides | Presentation software | |
| Hewlett Packard LoadRunner | Program testing software | |
| Unified modeling language UML | Requirements analysis and system architecture software | |
| Google Ads | Sales and marketing software | |
| McAfee | Transaction security and virus protection software | |
| NortonLifeLock cybersecurity software | Transaction security and virus protection software | |
| Customer information control system CICS | Transaction server software | |
| YouTube | Video creation and editing software | |
| Adobe Dreamweaver | Web page creation and editing software | |
| Google Sites | Web page creation and editing software | |
| Apache Struts | Web platform development software | |
| Drupal | Web platform development software | |
| Dynamic hypertext markup language DHTML | Web platform development software | |
| Enterprise JavaBeans | Web platform development software | |
| Ext JS | Web platform development software | |
| Extensible hypertext markup language XHTML | Web platform development software | |
| Oracle JavaServer Pages JSP | Web platform development software | |
| Ruby on Rails | Web platform development software | |
<!-- market-evidence -->
## Market evidence (job-ad analysis, 40 ads, as of 2026-07-09)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Tools
- Microsoft Excel — **28 %**
- Jira — **25 %**
<!-- market-evidence -->