feat: securities-analyst skill package v0.1.0

2026-08-14 17:20:45 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — securities-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 — securities-analyst
+    "ESCO (occupation & competences)" : 43
+    "O*NET (tasks & tools)" : 232
+    "Job boards (market evidence)" : 63
+    "Anthropic official Claude skills" : 6
+    "External AI skill packs (mapped)" : 152
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 43 | 8.7 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 232 | 46.8 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 63 | 12.7 % | 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 | 1.2 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 152 | 30.6 % | 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 +1,53 @@
+---
+name: securities-analyst
+description: "Occupational skill for the role 'securities analyst' (also: securities research analyst, corporate securities research analyst, bonds analyst, stock analyst, securities research director, rating analyst). Use when the user asks for typical securities analyst work such as: typical securities analyst responsibilities"
+---
+
+# Securities Analyst
+
+Securities analysts perform research activities to gather and analyse financial, legal and economic information. They interpret data on the price, stability and future investment trends in a certain economic area and make recommendations and forecasts to business clients.
+
+## Core workflow
+
+
+## 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)
+
+- actuarial science
+- advise on investment
+- analyse economic trends
+- analyse financial risk
+- analyse market financial trends
+- asset management
+- collect financial data
+- consult information sources
+- develop investment portfolio
+- economics
+- financial markets
+- financial products
+- fundamental analysis
+- investment analysis
+- modern portfolio theory
+
+## Hot technologies
+
+- Alteryx software
+- Apache Hive
+- Google Docs
+- IBM SPSS Statistics
+- Intuit QuickBooks
+- Marketo Marketing Automation
+- Microsoft Access
+- Microsoft Excel
+- Microsoft Office software
+- Microsoft Outlook
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/076d23f3-a689-4f1a-8b55-ae870c9aaa85), O*NET 30.3 (13-2051.00, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,226 @@
+{
+  "name": "securities-analyst",
+  "title": "securities analyst",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/076d23f3-a689-4f1a-8b55-ae870c9aaa85",
+    "esco_code": "2413.1.4",
+    "isco_group": "2413",
+    "onet_soc": "13-2051.00",
+    "crosswalk_match": "manual nearest via ISCO 2413 (Financial and Investment Analysts)"
+  },
+  "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": 0,
+    "dwas": 0,
+    "skills_essential": 21,
+    "skills_optional": 21,
+    "software": 0
+  },
+  "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
+      },
+      "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
+      },
+      "zebbern/claude-code-guide": {
+        "repo": "https://github.com/zebbern/claude-code-guide",
+        "commit": "d2c5280",
+        "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": 5
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 3
+      },
+      "davepoon/buildwithclaude": {
+        "repo": "https://github.com/davepoon/buildwithclaude",
+        "commit": "3c94e0c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 1
+      },
+      "sanjay3290/ai-skills": {
+        "repo": "https://github.com/sanjay3290/ai-skills",
+        "commit": "3619692",
+        "license": "Apache-2.0",
+        "skills": 2
+      },
+      "huangjia2019/claude-code-engineering": {
+        "repo": "https://github.com/huangjia2019/claude-code-engineering",
+        "commit": "5ed066a",
+        "license": "no explicit license \u2014 referenced by link only",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 4
+      },
+      "mukul975/Anthropic-Cybersecurity-Skills": {
+        "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills",
+        "commit": "673da1f",
+        "license": "Apache-2.0",
+        "skills": 1
+      },
+      "ognjengt/founder-skills": {
+        "repo": "https://github.com/ognjengt/founder-skills",
+        "commit": "a45931c",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 2
+      },
+      "ahacker-1/cre-agent-skills": {
+        "repo": "https://github.com/ahacker-1/cre-agent-skills",
+        "commit": "618734e",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "himself65/finance-skills": {
+        "repo": "https://github.com/himself65/finance-skills",
+        "commit": "87f688e",
+        "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
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 1
+      },
+      "foryourhealth111-pixel/Vibe-Skills": {
+        "repo": "https://github.com/foryourhealth111-pixel/Vibe-Skills",
+        "commit": "34429a8",
+        "license": "Apache-2.0",
+        "skills": 3
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 2
+      },
+      "FlorianBruniaux/claude-code-ultimate-guide": {
+        "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide",
+        "commit": "5395214",
+        "license": "custom (see upstream LICENSE)",
+        "skills": 1
+      },
+      "K-Dense-AI/claude-scientific-skills": {
+        "repo": "https://github.com/K-Dense-AI/claude-scientific-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "K-Dense-AI/scientific-agent-skills": {
+        "repo": "https://github.com/K-Dense-AI/scientific-agent-skills",
+        "commit": "4d97e29",
+        "license": "MIT",
+        "skills": 1
+      },
+      "nexu-io/open-design": {
+        "repo": "https://github.com/nexu-io/open-design",
+        "commit": "4b66023",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 48,
+      "adjacent": 32
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 43,
+      "onet": 232,
+      "jobads": 63,
+      "wiki_ai": 0,
+      "anthropic": 6,
+      "ai_skills": 152,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 8.7,
+      "onet": 46.8,
+      "jobads": 12.7,
+      "wiki_ai": 0.0,
+      "anthropic": 1.2,
+      "ai_skills": 30.6,
+      "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 +1,306 @@
+# External AI agent skills — securities-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` | core | 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) |
+
+## 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) |
+| `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) |
+| `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) |
+| `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: 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 |
+|---|---|---|---|
+| `throughput-accountant` | core | TOC financial metrics skill for throughput, inventory, and operating expense analysis with decision support | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/throughput-accountant) |
+| `industry-analysis-engine` | core | Industry and competitive analysis skill with Porter's Five Forces and market structure analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/finance-accounting/skills/industry-analysis-engine) |
+| `algorithmic-trading` | core | Develop algorithmic trading strategies — backtesting, execution algorithms, market microstructure analysis, and latency optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/finance-accounting/skills/algorithmic-trading) |
+| `capital-budgeting-analyzer` | core | Capital investment appraisal skill with NPV, IRR, payback, and real options analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/finance-accounting/skills/capital-budgeting-analyzer) |
+
+## 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 |
+|---|---|---|---|
+| `prediction-market-oracle-research` | core | Research prediction markets as data sources or oracle signals for products, agents, dashboards, and corporate decision intelligence. Use for source-grounded analysis of market-implied probabilities, caveats, and integration patterns … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/prediction-market-oracle-research) |
+
+## Source: ahacker-1/cre-agent-skills
+
+- Repository: [https://github.com/ahacker-1/cre-agent-skills](https://github.com/ahacker-1/cre-agent-skills) (commit `618734e`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `cre-due-diligence` | core | CRE Due Diligence analysis suite — 7 specialist skills for multifamily property analysis including rent roll validation, expense benchmarking, market study, physical inspection, environmental review, title review, and tenant credit … | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-due-diligence) |
+| `cre-office` | core | CRE Office analysis suite - 8 specialist skills for U.S. office acquisitions, refinancings, lease-up, tenant credit, TI/LC underwriting, financing fit, and investment committee memo writing. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-office) |
+| `cre-underwriting` | core | CRE Underwriting analysis suite — 3 specialist skills for building pro formas, running sensitivity scenarios, and writing investment committee memos for multifamily acquisitions. | [source](https://github.com/ahacker-1/cre-agent-skills/tree/618734e/claude-code-plugins/cre-underwriting) |
+
+## 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 |
+|---|---|---|---|
+| `finance-skills` | core | Router/index for the 2 finance skills bundled in this plugin: financial-analyst (ratio analysis, DCF valuation, budget variance, rolling forecasts) and saas-metrics-coach (ARR/MRR, churn, CAC/LTV, NRR, quick ratio). Use when a finance … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/finance/skills/finance-skills) |
+| `financial-analyst` | core | Performs financial ratio analysis, DCF valuation, budget variance analysis, and rolling forecast construction for strategic decision-making. Use when analyzing financial statements, building valuation models, assessing budget variances, or … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/finance/skills/financial-analyst) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `cost-benefit` | core | Cost-benefit analysis. Produces economic NPV and financial NPV side by side, with BCR, optimism bias (with mitigation), Marginal Excess Tax Burden, real-terms rebasing, WELLBY / QALY / VPF wellbeing valuation, sensitivity, switching … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/58-charlescoverdale-econstack/cost-benefit) |
+| `education-data-source-fsa` | core | FSA — Title IV aid at institution level (~5,500 institutions, 1999-2021). Pell Grants, Direct/PLUS loans, campus-based aid, financial responsibility scores, 90/10 metrics. Use for aid distribution, loan volume, or for-profit analysis. By … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/17-DAAF-Contribution-Community-daaf/dot-claude/skills/education-data-source-fsa) |
+| `climate-science-guide` | core | Climate data analysis, modeling workflows, and carbon neutrality research met... | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/geoscience/climate-science-guide) |
+| `academic-baseline` | core | Use when working on any empirical academic research context — paper writing, data analysis, literature review, or any task involving citations, results, or publication artifacts. Establishes non-negotiable principles that govern all other … | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/60-regisely-superpapers/skills/academic-baseline) |
+| `linear-algebra-applications` | core | Apply linear algebra concepts to research computing and data analysis | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/math/linear-algebra-applications) |
+
+## 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 |
+|---|---|---|---|
+| `financial-model` | core | Run deterministic financial models for startup valuation and SaaS health analysis. Triggered by: "/venture-capital-intelligence:financial-model", "run a financial model on X", "DCF this company", "model the financials", "calculate runway", … | [source](https://github.com/davepoon/buildwithclaude/tree/3c94e0c/plugins/venture-capital-intelligence/skills/financial-model) |
+
+## 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 |
+|---|---|---|---|
+| `fda-database` | core | Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/fda-database) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/scientific/denario) |
+
+## 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 |
+|---|---|---|---|
+| `plan-pipeline-start` | core | 5-phase planning: PRD analysis, design review, technical decisions, dynamic research team, metrics. Produces a complete implementation plan + ADRs before any code is written. | [source](https://github.com/FlorianBruniaux/claude-code-ultimate-guide/tree/5395214/examples/skills/plan-pipeline/start) |
+
+## 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 |
+|---|---|---|---|
+| `fda-database` | core | Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research. | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/fda-database) |
+| `scholar-evaluation` | core | Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/scholar-evaluation) |
+| `denario` | core | Multiagent AI system for scientific research assistance that automates research workflows from data analysis to publication. This skill should be used when generating research ideas from datasets, developing research methodologies, … | [source](https://github.com/foryourhealth111-pixel/Vibe-Skills/tree/34429a8/bundled/skills/denario) |
+
+## Source: himself65/finance-skills
+
+- Repository: [https://github.com/himself65/finance-skills](https://github.com/himself65/finance-skills) (commit `87f688e`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `yfinance-data` | core | Fetch financial and market data using the yfinance Python library. Use this skill whenever the user asks for stock prices, historical data, financial statements, options chains, dividends, earnings, analyst recommendations, or any market … | [source](https://github.com/himself65/finance-skills/tree/87f688e/plugins/market-analysis/skills/yfinance-data) |
+
+## Source: huangjia2019/claude-code-engineering
+
+- Repository: [https://github.com/huangjia2019/claude-code-engineering](https://github.com/huangjia2019/claude-code-engineering) (commit `5ed066a`, retrieved 2026-07-14)
+- License: no explicit license — referenced by link only
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `financial-analyzing` | core | Analyze financial data, calculate financial ratios, and generate analysis reports. Use when the user asks about revenue, costs, profits, margins, ROI, financial metrics, or needs financial analysis of a company or project. | [source](https://github.com/huangjia2019/claude-code-engineering/tree/5ed066a/04-Skills/projects/03-financial-skill) |
+
+## 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 |
+|---|---|---|---|
+| `analyzing-on-chain-data` | core | Process perform on-chain analysis including whale tracking, token flows, and network activity. Use when performing crypto analysis. Trigger with phrases like "analyze crypto", "check blockchain", or "monitor market".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/crypto/on-chain-analytics/skills/analyzing-on-chain-data) |
+
+## 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: 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 |
+|---|---|---|---|
+| `product-health-analysis` | core | Interpret product metrics against goals and surface actionable signals. Use when asked to analyse product health, review key metrics, investigate a performance issue, produce a health report, or assess product-market fit signals. Produces … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-analytics/skills/product-health-analysis) |
+| `property-investment-analysis` | core | Analyze a rental / investment property's returns — cash flow, cap rate, cash-on-cash, ROI. Use when asked to analyze a rental property, evaluate a real-estate investment, run the numbers on an investment property, or compute cap rate / … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-realestate/skills/property-investment-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 |
+|---|---|---|---|
+| `competitor-price-analysis` | core | Competitor pricing strategy analysis and market positioning. Price mapping, pricing gaps identification, elasticity signals evaluation, and strategic pricing optimization. Use when the user asks about competitor pricing, price analysis, … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/competitor-price-analysis) |
+
+## 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 |
+|---|---|---|---|
+| `trading-analysis-dashboard-template` | core | Professional trading analysis dashboard template (single-file HTML) with light/dark theme switch, dense market panels, chart interactions, demo/live playback, and command palette behavior. Use when users ask for a Wall-Street-style … | [source](https://github.com/nexu-io/open-design/tree/4b66023/design-templates/trading-analysis-dashboard-template) |
+
+## 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: sanjay3290/ai-skills
+
+- Repository: [https://github.com/sanjay3290/ai-skills](https://github.com/sanjay3290/ai-skills) (commit `3619692`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `deep-research` | core | Execute autonomous multi-step research using Google Gemini Deep Research Agent. Use for: market analysis, competitive landscaping, literature reviews, technical research, due diligence. Takes 2-10 minutes but produces detailed, cited … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/deep-research) |
+| `mssql` | core | Execute read-only SQL queries against multiple Microsoft SQL Server databases. Use when: (1) querying MSSQL/SQL Server databases, (2) exploring database schemas/tables, (3) running SELECT queries for data analysis, (4) checking database … | [source](https://github.com/sanjay3290/ai-skills/tree/3619692/skills/mssql) |
+
+## Source: zebbern/claude-code-guide
+
+- Repository: [https://github.com/zebbern/claude-code-guide](https://github.com/zebbern/claude-code-guide) (commit `d2c5280`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vc-industry-research` | core | Generate professional primary market / venture capital industry research reports, including sector deep-dives, investment memos, and market analysis. Produces detailed PDF reports covering TMT, consumer, healthcare, and industrials. … | [source](https://github.com/zebbern/claude-code-guide/tree/d2c5280/skills/vc-industry-research) |
+
+## 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 |
+|---|---|---|---|
+| `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-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) |
+| `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) |
+| `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) |
+| `cloud-sql-basics` | adjacent | 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) |
+| `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) |
+| `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) |
+| `bigtable-basics` | adjacent | 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) |
+| `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) |
+| `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` | adjacent | 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) |
+| `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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `dummy-dataset` | adjacent | 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) |
+| `lean-canvas` | adjacent | 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) |
+| `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) |
+| `sql-queries` | adjacent | 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) |
+| `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) |
--- a/references/berufsbild-de.md
+++ b/references/berufsbild-de.md
@@ -0,0 +1,55 @@
+# Berufsbild (Deutschland) — Wertpapieranalyst/in
+
+> **Quelle:** BERUFENET, Bundesagentur für Arbeit — Beruf-ID 6779,
+> KldB 2010: B 72144 · 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/6779
+
+## Aufgaben und Tätigkeiten kompakt
+
+Wertpapieranalysten und Wertpapieranalystinnen sammeln und analysieren Fakten sowie Daten über Wertpapiere. Dafür recherchieren sie Unternehmensdaten, prüfen Firmenmeldungen sowie Pressetexte und tauschen sich mit Entscheidungstragenden oder mit Branchenexperten und Branchenexpertinnen aus. Zudem verfolgen sie, wie sich Wertpapiere auf den nationalen und internationalen Finanz- und Anlagemärkten entwickeln. Sie erstellen mithilfe von Tools Analysen für Renten-, Devisen- und Aktienmärkte. Auf Basis der gewonnenen Daten entwickeln sie Anlagevorschläge und -strategien, die als Entscheidungsgrundlage für Wertpapierkäufe oder -verkäufe dienen. Dabei spezialisieren sie sich meist auf einzelne Branchen.
+
+## Tätigkeitsbezeichnungen
+
+Wertpapieranalyst/in
+
+Auch übliche Berufsbezeichnung/SynonymWertpapierspezialist/in
+
+Berufsbezeichnungen in englischer SpracheFinancial analyst (m/f)
+
+Investment analyst (m/f)
+
+## Die Tätigkeit im Überblick
+
+Wertpapieranalysten und Wertpapieranalystinnen untersuchen für Banken oder Wirtschafts- und Vermögensberatungsunternehmen, wie sich Wertpapiere entwickeln.
+
+## Trends
+
+Künstliche Intelligenz (KI) in der FinanzbrancheFinanzdienstleister setzen englisch: Artificial Intelligence (AI)
+ Teilgebiet der Informatik, das Strukturen menschlicher Intelligenz untersucht, auf Computer überträgt und Programme für intelligente Problemlösungen entwickelt, z. B. Spracherkennung
+" name="Künstliche Intelligenz (KI)">Künstliche Intelligenz (KI) bereits ein, um große Datenmengen auszuwerten und ihrer Kundschaft passgenaue Produkte und Services anzubieten. In der digitalen Vermögensverwaltung unterstützen Software-Dialogsysteme, mit denen Menschen per Texteingabe kommunizieren können. Chatbots werden zum Beispiel im Kundenservice eingesetzt, um Anfragen automatisiert und ohne direkten menschlichen Eingriff zu beantworten oder zu bearbeiten. Sie geben vordefinierte Antworten anhand von Schlüsselwörtern in der Anfrage (regelbasiert) oder setzen Sprachmodelle zur Auswertung der Anfragen und Generierung der Antworten ein (KI-basiert).
+" name="Chatbots">Chatbots und Robo-Advisors bei Kundenanfragen, Zahlungen oder Kontoinformationen. Künftig könnten sie Bankberatende in Gesprächen durch gezielte Informationen unterstützen oder den Wertpapierhandel durch Entscheidungshilfen entlasten. Fachkräfte in der Finanzbranche werden sich mit diesen Entwicklungen vertraut machen.
+
+## Aufgaben und Tätigkeiten im Einzelnen
+
+nationale und internationale Wertpapiermärkte beobachten und analysieren
+
+Branchen- und Unternehmensrecherchen durchführen 
+Wirtschafts- und Unternehmensdaten, Konjunkturberichte, Gewinnerwartungen, Marktanalysen, Zeitungen, Börsenblätter, Online-Wertpapiercommunities etc. auswerten
+
+allgemeine und branchenspezifische wirtschaftliche Trends einschätzen und prognostizieren 
+
+ mit Entscheidungsträgern und -trägerinnen, Vorständen und Aufsichtsräten börsennotierter Unternehmen Kontakt halten
+
+
+Anlagevorschläge und -strategien entwickeln und in Kauf- oder Verkaufsempfehlungen umsetzen
+
+## Arbeitsbereiche/Branchen
+
+Wertpapieranalysten und Wertpapieranalystinnen sind beschäftigt
+im Banken- und Kreditwesen
+
+bei Beteiligungsgesellschaften
+
+in der Unternehmensberatung
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,84 @@
+# Market evidence report — securities-analyst
+
+Source: **14 real job ads** (JSearch API, countries: us 14), extracted into the MSSQL evidence store; as of 2026-07-19.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 7 | 50 % |
+| junior | 4 | 29 % |
+| senior | 2 | 14 % |
+| n/a | 1 | 7 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Microsoft Excel | 8 | 57 % |
+| 2 | Microsoft PowerPoint | 3 | 21 % |
+| 3 | Microsoft Word | 3 | 21 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | financial modeling | 9 | 64 % |
+| 2 | equity research | 4 | 29 % |
+| 3 | financial analysis | 3 | 21 % |
+| 4 | fundamental research | 3 | 21 % |
+| 5 | investment analysis | 3 | 21 % |
+| 6 | market research | 3 | 21 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | financial model building | 4 | 29 % |
+| 2 | relationship building | 3 | 21 % |
+| 3 | report writing | 3 | 21 % |
+
+## Regional breakdown
+
+> **Corpus note:** 14 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
+
+### US (us)
+
+**Insufficient evidence** — 14 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### UK (gb)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+### EU/DACH (de, at, ch, nl)
+
+**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
+
+
+## Job title variants in the market
+
+| Title | Ads |
+|---|---|
+| Advisory Associate, Equity Research | 1 |
+| Analyst/ Associate - Equity Research, Business & Information Services | 1 |
+| Analyst/ Associate - Equity Research, US Biopharma (Large-Cap & Mid-Cap) | 1 |
+| Asset Management - Equity Research Analyst Payments and Business Services - Associate | 1 |
+| Equity Analyst, Industrials | 1 |
+| Equity Associate Analyst (Technology, Media & Telecommunication Team) – Baltimore | 1 |
+| Equity Research Analyst - Media, Entertainment and Internet | Richmond, VA, USA | 1 |
+| Equity Research Analyst/Associate- Payments, Processors & IT Services | 1 |
+| Equity Research Associate Analyst - Business Services | 1 |
+| Equity Research Associate, Capital Appreciation (Hybrid) | 1 |
+| Equity Research Expert: SEC Filings Analysis (4-Week, Part Time) | 1 |
+| Executive Director, Equity Research, Senior Analyst - REITs | 1 |
+| Research Associate | 1 |
+| US Equity Research REITs - Associate \/VP - Military Veterans | 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 +1,23 @@
+# Occupation profile — securities analyst
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/076d23f3-a689-4f1a-8b55-ae870c9aaa85
+- **ESCO code:** 2413.1.4
+- **ISCO-08 group:** 2413 — Financial analysts
+
+## Description (ESCO)
+
+Securities analysts perform research activities to gather and analyse financial, legal and economic information. They interpret data on the price, stability and future investment trends in a certain economic area and make recommendations and forecasts to business clients.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- securities research analyst
+- corporate securities research analyst
+- bonds analyst
+- stock analyst
+- securities research director
+- rating analyst
+- shares analyst
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,87 @@
+# Competences — securities analyst
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/076d23f3-a689-4f1a-8b55-ae870c9aaa85).
+
+## Essential
+
+- **actuarial science** (knowledge)
+- **advise on investment** (skill/competence)
+- **analyse economic trends** (skill/competence)
+- **analyse financial risk** (skill/competence)
+- **analyse market financial trends** (skill/competence)
+- **asset management** (knowledge)
+- **collect financial data** (skill/competence)
+- **consult information sources** (skill/competence)
+- **develop investment portfolio** (skill/competence)
+- **economics** (knowledge)
+- **financial markets** (knowledge)
+- **financial products** (knowledge)
+- **fundamental analysis** (knowledge)
+- **investment analysis** (knowledge)
+- **modern portfolio theory** (knowledge)
+- **monitor stock market** (skill/competence)
+- **obtain financial information** (skill/competence)
+- **quantitative analysis** (knowledge)
+- **review investment portfolios** (skill/competence)
+- **securities** (knowledge)
+- **stock market** (knowledge)
+
+## Optional
+
+- advise on financial matters (skill/competence)
+- banking activities (knowledge)
+- commercial law (knowledge)
+- communicate with banking professionals (skill/competence)
+- consult credit score (skill/competence)
+- create a financial plan (skill/competence)
+- cryptocurrency (knowledge)
+- examine credit ratings (skill/competence)
+- financial statements (knowledge)
+- forecast economic trends (skill/competence)
+- handle financial transactions (skill/competence)
+- international financial reporting standards (knowledge)
+- interpret financial statements (skill/competence)
+- investment banking (knowledge)
+- liaise with board members (skill/competence)
+- liaise with managers (skill/competence)
+- Monte Carlo simulation (knowledge)
+- perform stock valuation (skill/competence)
+- present reports (skill/competence)
+- provide cost benefit analysis reports (skill/competence)
+- statistics (knowledge)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 14 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- financial modeling — **64 %**
+- equity research — **29 %**
+- financial analysis — **21 %**
+- investment analysis — **21 %**
+- fundamental research — **21 %**
+- market research — **21 %**
+- valuation — **14 %**
+- industry analysis — **14 %**
+- industry research — **14 %**
+- market analysis — **14 %**
+- financial modelling — **14 %**
+- financial statement analysis — **14 %**
+- financial forecasting — **14 %**
+- data analysis — **14 %**
+
+### Responsibilities
+
+- financial model building — **29 %**
+- relationship building — **21 %**
+- report writing — **21 %**
+- research and analysis — **14 %**
+- research report writing — **14 %**
+- client communication — **14 %**
+- client interaction — **14 %**
+- industry research — **14 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,60 @@
+# Tasks & work activities — securities analyst
+
+Source: O*NET 30.3, occupation 13-2051.00 (Financial and Investment Analysts) — manual nearest-occupation mapping via ISCO group 2413; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[nan]** Advise clients on aspects of capitalization, such as amounts, sources, or timing.
+- **[nan]** Analyze financial or operational performance of companies facing financial difficulties to identify or recommend remedies.
+- **[nan]** Assess companies as investments for clients by examining company facilities.
+- **[nan]** Collaborate on projects with other professionals, such as lawyers, accountants, or public relations experts.
+- **[nan]** Collaborate with investment bankers to attract new corporate clients.
+- **[nan]** Conduct financial analyses related to investments in green construction or green retrofitting projects.
+- **[nan]** Confer with clients to restructure debt, refinance debt, or raise new debt.
+- **[nan]** Create client presentations of plan details.
+- **[nan]** Determine the prices at which securities should be syndicated and offered to the public.
+- **[nan]** Develop and maintain client relationships.
+- **[nan]** Draw charts and graphs, using computer spreadsheets, to illustrate technical reports.
+- **[nan]** Employ financial models to develop solutions to financial problems or to assess the financial or capital impact of transactions.
+- **[nan]** Evaluate and compare the relative quality of various securities in a given industry.
+- **[nan]** Evaluate capital needs of clients and assess market conditions to inform structuring of financial packages.
+- **[nan]** Inform investment decisions by analyzing financial information to forecast business, industry, or economic conditions.
+- **[nan]** Interpret data on price, yield, stability, future investment-risk trends, economic influences, and other factors affecting investment programs.
+- **[nan]** Monitor developments in the fields of industrial technology, business, finance, and economic theory.
+- **[nan]** Monitor fundamental economic, industrial, and corporate developments by analyzing information from financial publications and services, investment banking firms, government agencies, trade publications, company sources, or personal interviews.
+- **[nan]** Perform securities valuation or pricing.
+- **[nan]** Prepare all materials for transactions or execution of deals.
+- **[nan]** Prepare plans of action for investment, using financial analyses.
+- **[nan]** Present oral or written reports on general economic trends, individual corporations, and entire industries.
+- **[nan]** Purchase investments for companies in accordance with company policy.
+- **[nan]** Recommend investments and investment timing to companies, investment firm staff, or the public.
+- **[nan]** Specialize in green financial instruments, such as socially responsible mutual funds or exchange-traded funds (ETF) that are comprised of green companies.
+- **[nan]** Supervise, train, or mentor junior team members.
+
+## Detailed work activities
+
+- Advise others on business or operational matters.
+- Advise others on financial matters.
+- Analyze business or financial data.
+- Analyze industry trends.
+- Analyze market conditions or trends.
+- Analyze risks related to investments in green technology.
+- Apply mathematical models of financial or business conditions.
+- Assess financial status of clients.
+- Assess risks to business operations.
+- Collaborate with others in marketing activities.
+- Confer with others about financial matters.
+- Create images of data, locations, or products.
+- Determine the value of goods or services.
+- Develop business relationships.
+- Develop financial or business plans.
+- Evaluate condition of properties.
+- Identify strategic business investment opportunities.
+- Prepare contracts or other transaction documents.
+- Present business-related information to audiences.
+- Present work to clients for approval.
+- Purchase products or services.
+- Recommend investments to clients.
+- Supervise employees.
+- Train personnel to enhance job skills.
+- Update professional knowledge.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,202 @@
+# Tools & technology — securities analyst
+
+Source: O*NET 30.3, occupation 13-2051.00 (Financial and Investment Analysts) — manual nearest-occupation mapping via ISCO group 2413; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Alteryx software | Business intelligence and data analysis software | yes |
+| Apache Hive | Data base management system software | yes |
+| Google Docs | Word processing software | yes |
+| IBM SPSS Statistics | Analytical or scientific software | yes |
+| Intuit QuickBooks | Accounting software | yes |
+| Marketo Marketing Automation | Sales and marketing software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| Microsoft Power BI | Business intelligence and data analysis software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Project | Project management software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft SQL Server | Data base user interface and query software | yes |
+| Microsoft SQL Server Reporting Services SSRS | Data base reporting software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Visual Basic | Development environment software | yes |
+| Microsoft Visual Basic for Applications VBA | Development environment software | yes |
+| Microsoft Word | Word processing software | yes |
+| Oracle Database | Data base user interface and query software | yes |
+| Oracle PeopleSoft | Enterprise resource planning ERP software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| R | Object or component oriented development software | yes |
+| Salesforce software | Customer relationship management CRM software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| SAS | Analytical or scientific software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Tableau | Business intelligence and data analysis software | yes |
+| Teradata Database | Data base management system software | yes |
+| The MathWorks MATLAB | Analytical or scientific software | yes |
+| Workday software | Enterprise resource planning ERP software | yes |
+| Yardi software | Data base user interface and query software | yes |
+| ADP Workforce Now | Human resources software |  |
+| Advanced Portfolio Technologies Report Builder | Financial analysis software |  |
+| Advanced Portfolio Technologies Simulator | Financial analysis software |  |
+| Analyse-it | Analytical or scientific software |  |
+| AnalyzerXL | Financial analysis software |  |
+| Annuities analysis software | Financial analysis software |  |
+| Apache Pig | Data base management system software |  |
+| Apple AppleWorks | Spreadsheet software |  |
+| Apple Keynote | Presentation software |  |
+| Aspen Graphics Technical Analysis Software | Financial analysis software |  |
+| BizBench | Financial analysis software |  |
+| BizPricer | Financial analysis software |  |
+| Bloomberg Professional | Financial analysis software |  |
+| Business Forecast Systems Forecast Pro | Financial analysis software |  |
+| Business intelligence software | Business intelligence and data analysis software |  |
+| Corel QuattroPro | Spreadsheet software |  |
+| dailyVest Investment Personalization Platform | Information retrieval or search software |  |
+| Data visualization software | Analytical or scientific software |  |
+| DealMaven Comparable Company Valuation Analysis | Financial analysis software |  |
+| DealMaven M&A Accretion/Dilution One-Pager | Financial analysis software |  |
+| DealMaven Modeling ToolPack for Excel | Financial analysis software |  |
+| DealMaven PresLink for PowerPoint and Word | Presentation software |  |
+| Decisioneering Crystal Ball | Analytical or scientific software |  |
+| Delphi Technology | Financial analysis software |  |
+| Derivatives Imagine Trading System | Financial analysis software |  |
+| Derivicom FinOptions XL | Financial analysis software |  |
+| Economic forecasting software | Financial analysis software |  |
+| Email software | Electronic mail software |  |
+| Experian Credinomics | Financial analysis software |  |
+| Express Business Valuations | Financial analysis software |  |
+| FileMaker Pro | Data base user interface and query software |  |
+| Financial modeling software | Financial analysis software |  |
+| FinEng Solutions PerfoRM | Financial analysis software |  |
+| FinEng Solutions Quantis | Financial analysis software |  |
+| Fractal pattern analysis software | Financial analysis software |  |
+| Fund accounting software | Accounting software |  |
+| Genetic algorithm optimization software | Financial analysis software |  |
+| Genetic algorithm software | Analytical or scientific software |  |
+| Google Slides | Presentation software |  |
+| Harland Financial Solutions DecisionPro | Financial analysis software |  |
+| Human resource management software HRMS | Human resources software |  |
+| IBM Cognos Impromptu | Business intelligence and data analysis software |  |
+| IBM Lotus 1-2-3 | Spreadsheet software |  |
+| IBM Lotus Approach | Data base user interface and query software |  |
+| IBM Notes | Electronic mail software |  |
+| IBM Power Systems software | Enterprise system management software |  |
+| I-flex Solutions Reveleus Investment Performance Measurement | Financial analysis software |  |
+| Innova Financial Solutions Derivatives Expert | Financial analysis software |  |
+| Ivorix Neurostrategy Finance | Expert system software |  |
+| Keypoint DataDesk | Analytical or scientific software |  |
+| Leading Market Technologies EXPO | Financial analysis software |  |
+| LexisNexis | Information retrieval or search software |  |
+| Longview Consolidation | Financial analysis software |  |
+| Longview Performance Management Platform | Financial analysis software |  |
+| Longview Solutions Khalix | Financial analysis software |  |
+| Market forecast software | Financial analysis software |  |
+| Mathematical software | Analytical or scientific software |  |
+| Matheny Pattern Forecaster Plus | Expert system software |  |
+| MergerStat Control Premiums | Financial analysis software |  |
+| MergerStat Price to Earnings Ratios | Financial analysis software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Microsoft Dynamics GP | Enterprise resource planning ERP software |  |
+| Microsoft Exchange | Electronic mail software |  |
+| Microsoft OneNote | Word processing software |  |
+| Microsoft SharePoint Server | Document management software |  |
+| MicroStrategy | Business intelligence and data analysis software |  |
+| MoneySoft Corporate Valuation | Financial analysis software |  |
+| Monte Carlo simulation software | Financial analysis software |  |
+| Montgomery Investment Technology Bonds XL | Financial analysis software |  |
+| Montgomery Investment Technology Exotics XL | Financial analysis software |  |
+| Montgomery Investment Technology FinTools | Financial analysis software |  |
+| Montgomery Investment Technology Options XL | Financial analysis software |  |
+| Montgomery Investment Technology QuoteTools | Financial analysis software |  |
+| Montgomery Investment Technology Risk XL | Financial analysis software |  |
+| Montgomery Investment Technology SigTools | Financial analysis software |  |
+| Montgomery Investment Technology Utility XL | Charting software |  |
+| Moody's KMV CreditEdge | Financial analysis software |  |
+| Moody's RiskCalc | Financial analysis software |  |
+| Moss Adams Profit Mentor | Financial analysis software |  |
+| Mutual fund analysis software | Financial analysis software |  |
+| NetSuite ERP | Enterprise resource planning ERP software |  |
+| Neural network modeling software | Analytical or scientific software |  |
+| NeuroSolutions for MatLab | Expert system software |  |
+| NeuroSolutions Trading Solutions | Financial analysis software |  |
+| OptionVue Options Analysis | Financial analysis software |  |
+| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software |  |
+| Oracle E-Business Suite Financials | Financial analysis software |  |
+| Oracle Essbase | Data base user interface and query software |  |
+| Oracle Fusion Applications | Enterprise resource planning ERP software |  |
+| Oracle Hyperion | Enterprise resource planning ERP software |  |
+| Oracle Hyperion Financial Management | Financial analysis software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| Oracle PeopleSoft Financials | Enterprise resource planning ERP software |  |
+| Palisade Bond @nalyst | Financial analysis software |  |
+| Palisade Evolver | Analytical or scientific software |  |
+| Palisade StatTools | Analytical or scientific software |  |
+| Pattern recognition software | Analytical or scientific software |  |
+| Peer-to-Peer Financial Analysis | Financial analysis software |  |
+| Perforce Helix software | Configuration management software |  |
+| Pi Blue OptWorks Excel | Financial analysis software |  |
+| Portfolio management software | Financial analysis software |  |
+| Pricing software | Financial analysis software |  |
+| Qlik Tech QlikView | Business intelligence and data analysis software |  |
+| Quantifying marketability discount QMD modeling software | Financial analysis software |  |
+| Report generation software | Word processing software |  |
+| Reporting software | Data base reporting software |  |
+| RiskMetrics Group WealthBench | Financial analysis software |  |
+| Sage 50 Accounting | Accounting software |  |
+| SAP Business Objects | Enterprise resource planning ERP software |  |
+| SAP BusinessObjects Data Integrator | Enterprise resource planning ERP software |  |
+| SAP Crystal Reports | Data base reporting software |  |
+| SAS JMP | Analytical or scientific software |  |
+| Securities analysis software | Financial analysis software |  |
+| Spreadware Business Financial Analysis | Financial analysis software |  |
+| Spreadware Business Valuator | Financial analysis software |  |
+| Spreadware Pro Forma | Financial analysis software |  |
+| SSA Global Infinium Financial Management | Enterprise resource planning ERP software |  |
+| StataCorp Stata | Analytical or scientific software |  |
+| Steele Mutual Fund and Variable Annuity Expert | Financial analysis software |  |
+| SunGard BancWare | Financial analysis software |  |
+| SunGard Kiodex Risk Workbench | Financial analysis software |  |
+| Tax software | Accounting software |  |
+| TechHackers Convertible Bond @nalyst | Financial analysis software |  |
+| TechHackers Credit @nalyst | Financial analysis software |  |
+| TechHackers Exotic @nalyst | Financial analysis software |  |
+| TechHackers Financial @nalyst | Financial analysis software |  |
+| TechHackers IRO @nalyst | Financial analysis software |  |
+| TechHackers MBS @nalyst | Financial analysis software |  |
+| TechHackers Swap @nalyst | Financial analysis software |  |
+| Tetrahex Fractal Finance | Financial analysis software |  |
+| TickQuest NeoTicker | Charting software |  |
+| Tips Standard Securities Calculation Bond Analytics Module | Financial analysis software |  |
+| Tips Standard Securities Calculation Mortgage-Backed Analytics Module | Financial analysis software |  |
+| TradeTools Financial Market Databases | Information retrieval or search software |  |
+| TradeTools Monthly U.S. Economic Database | Information retrieval or search software |  |
+| Trendsetter Software ProAnalyst | Financial analysis software |  |
+| Unlimited Learning Resources Valusource Pro | Financial analysis software |  |
+| ValuSource BIZCOMPS | Financial analysis software |  |
+| Ward Systems Group GeneHunter | Analytical or scientific software |  |
+| Ward Systems Group NeuralShell Predictor | Analytical or scientific software |  |
+| Ward Systems Group NeuroShell Trader | Information retrieval or search software |  |
+| Web browser software | Internet browser software |  |
+| Whitebirch Software Projected Financials | Financial analysis software |  |
+| Wolfram Research Derivatives | Financial analysis software |  |
+| Wolfram Research Mathematica | Analytical or scientific software |  |
+| Wolfram Research Mathematica Finance Essentials | Financial analysis software |  |
+| Wolfram Research Mathematica UnRisk Pricing Engine | Financial analysis software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 14 ads, as of 2026-07-19)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- Microsoft Excel — **57 %**
+- Microsoft PowerPoint — **21 %**
+- Microsoft Word — **21 %**
+- Bloomberg — **14 %**
+- FactSet — **14 %**
+
+<!-- market-evidence -->