feat: logistics-analyst skill package v0.1.0

2026-08-14 17:21:33 +02:00
commit 4ba63139de
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
@@ -0,0 +1,31 @@
+# Data provenance — logistics-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 — logistics-analyst
+    "ESCO (occupation & competences)" : 66
+    "O*NET (tasks & tools)" : 70
+    "Job boards (market evidence)" : 76
+    "Anthropic official Claude skills" : 7
+    "External AI skill packs (mapped)" : 124
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 66 | 19.2 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 70 | 20.4 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 76 | 22.2 % | 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 | 2.0 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 124 | 36.2 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,61 @@
+---
+name: logistics-analyst
+description: "Occupational skill for the role 'logistics analyst' (also: supply chain analyst, distribution and logistics consultant, logistics consultant, logistics and distribution analyst, logistics and supply chain analyst, logistician). Use when the user asks for typical logistics analyst work such as: Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.; Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.; Develop an understanding of customers' needs and take actions to ensure that such needs are met."
+---
+
+# Logistics Analyst
+
+Logistics analysts streamline product manufacturing, transportation, storage and distribution. They assess production and supply chain problems to determine economically efficient solutions. They assists company managers in decision-making processes and direct programs designed to provide subcontractors, managers and customers with logistic technology.
+
+## Core workflow
+
+1. Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.
+2. Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.
+3. Develop an understanding of customers' needs and take actions to ensure that such needs are met.
+4. Direct availability and allocation of materials, supplies, and finished products.
+5. Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business.
+6. Protect and control proprietary materials.
+7. Review logistics performance with customers against targets, benchmarks, and service agreements.
+8. Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.
+
+## 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)
+
+- analyse logistic changes
+- analyse logistic needs
+- analyse relation between supply chain improvement and profit
+- analyse supply chain strategies
+- analyse supply chain trends
+- analyse transport business networks
+- apply change management
+- consider economic criteria in decision making
+- create freight rate databases
+- detect bottlenecks
+- develop efficiency plans for logistics operations
+- direct logistical functions
+- enhance production workflow
+- green logistics
+- identify process improvements
+
+## Hot technologies
+
+- Intuit QuickBooks
+- Autodesk AutoCAD
+- Microsoft Access
+- Microsoft SQL Server
+- Structured query language SQL
+- Microsoft SharePoint
+- Microsoft Outlook
+- SAP software
+- Microsoft Office software
+- Microsoft PowerPoint
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/51cd3a7a-eae6-4dc6-9f24-179d7ec6d230), O*NET 30.3 (13-1081.00). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,172 @@
+{
+  "name": "logistics-analyst",
+  "title": "logistics analyst",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/51cd3a7a-eae6-4dc6-9f24-179d7ec6d230",
+    "esco_code": "2421.5",
+    "isco_group": "2421",
+    "onet_soc": "13-1081.00",
+    "crosswalk_match": "exactMatch"
+  },
+  "sources": [
+    {
+      "name": "ESCO",
+      "version": "1.2.1",
+      "url": "https://esco.ec.europa.eu/"
+    },
+    {
+      "name": "O*NET",
+      "version": "30.3",
+      "url": "https://www.onetcenter.org/",
+      "license": "CC BY 4.0"
+    }
+  ],
+  "attribution": "This package includes information from the O*NET Database (v30.3) by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA), CC BY 4.0. skillfactor is not endorsed by USDOL/ETA. ESCO data (v1.2.1) (c) European Union, used per the ESCO download conditions: https://esco.ec.europa.eu/en/use-esco/download",
+  "counts": {
+    "tasks": 22,
+    "dwas": 20,
+    "skills_essential": 33,
+    "skills_optional": 32,
+    "software": 27
+  },
+  "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
+      },
+      "nexscope-ai/eCommerce-Skills": {
+        "repo": "https://github.com/nexscope-ai/eCommerce-Skills",
+        "commit": "56f3288",
+        "license": "MIT",
+        "skills": 5
+      },
+      "jeremylongshore/claude-code-plugins-plus-skills": {
+        "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
+        "commit": "e112938a",
+        "license": "MIT",
+        "skills": 9
+      },
+      "affaan-m/everything-claude-code": {
+        "repo": "https://github.com/affaan-m/everything-claude-code",
+        "commit": "ed38744",
+        "license": "MIT",
+        "skills": 2
+      },
+      "avelikiy/great_cto": {
+        "repo": "https://github.com/avelikiy/great_cto",
+        "commit": "4fe1e39",
+        "license": "MIT",
+        "skills": 1
+      },
+      "mohitagw15856/pm-claude-skills": {
+        "repo": "https://github.com/mohitagw15856/pm-claude-skills",
+        "commit": "876fa30",
+        "license": "MIT",
+        "skills": 3
+      },
+      "davila7/claude-code-templates": {
+        "repo": "https://github.com/davila7/claude-code-templates",
+        "commit": "fa79251",
+        "license": "MIT",
+        "skills": 1
+      },
+      "a5c-ai/babysitter": {
+        "repo": "https://github.com/a5c-ai/babysitter",
+        "commit": "44a5d58b",
+        "license": "MIT",
+        "skills": 7
+      },
+      "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
+      },
+      "alirezarezvani/claude-skills": {
+        "repo": "https://github.com/alirezarezvani/claude-skills",
+        "commit": "0241f43",
+        "license": "MIT",
+        "skills": 3
+      },
+      "robertguss/claude-skills": {
+        "repo": "https://github.com/robertguss/claude-skills",
+        "commit": "c31f3be",
+        "license": "MIT",
+        "skills": 1
+      },
+      "googleworkspace/cli": {
+        "repo": "https://github.com/googleworkspace/cli",
+        "commit": "a3768d0",
+        "license": "Apache-2.0",
+        "skills": 1
+      }
+    },
+    "total_skills": 80,
+    "tiers": {
+      "core": 44,
+      "adjacent": 36
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 66,
+      "onet": 70,
+      "jobads": 76,
+      "wiki_ai": 0,
+      "anthropic": 7,
+      "ai_skills": 124,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 19.2,
+      "onet": 20.4,
+      "jobads": 22.2,
+      "wiki_ai": 0.0,
+      "anthropic": 2.0,
+      "ai_skills": 36.2,
+      "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 +1,234 @@
+# External AI agent skills — logistics-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) |
+| `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) |
+| `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 |
+|---|---|---|---|
+| `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-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` | adjacent | 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) |
+| `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) |
+| `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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `cross-dock-orchestrator` | core | Flow-through logistics process coordination skill to minimize storage time and accelerate product movement | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/cross-dock-orchestrator) |
+| `inventory-optimizer` | core | Inventory management optimization skill with safety stock calculation, reorder point determination, and ABC analysis | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/inventory-optimizer) |
+| `production-coordination` | core | Coordinate all aspects of live performance production including scheduling, technical requirements, artist contracts, venue logistics, and show documentation | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/social-sciences-humanities/arts-culture/skills/production-coordination) |
+| `cost-to-serve-analyzer` | core | Supply chain cost-to-serve analysis skill by customer, product, or channel | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/supply-chain/skills/cost-to-serve-analyzer) |
+| `logistics-kpi-tracker` | core | Comprehensive logistics performance measurement skill with KPI tracking, benchmarking, and improvement recommendations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/logistics/skills/logistics-kpi-tracker) |
+| `vehicle-routing-solver` | core | Vehicle routing problem solver for logistics optimization with time windows, capacity constraints, and multiple depots. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/vehicle-routing-solver) |
+
+## 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 |
+|---|---|---|---|
+| `logistics-exception-management` | core | 日本語翻訳：このファイルは logistics-exception-management 用の日本語翻訳が必要です | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/docs/ja-JP/skills/logistics-exception-management) |
+| `quality-nonconformance` | core | Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in regulated manufacturing. Informed by quality engineers with 15+ years experience across FDA, … | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/quality-nonconformance) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+
+## Source: avelikiy/great_cto
+
+- Repository: [https://github.com/avelikiy/great_cto](https://github.com/avelikiy/great_cto) (commit `4fe1e39`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `vertical-logistics` | core | Domain knowledge for the logistics & supply-chain vertical (SMB shipping & inventory) so architect and pm don't spec naively. Covers the vocabulary (TMS vs WMS, multi-carrier rate shopping, dimensional weight, BOL/ASN, lot/batch, reorder … | [source](https://github.com/avelikiy/great_cto/tree/4fe1e39/skills/vertical-logistics) |
+
+## 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) |
+| `operations-research-guide` | core | Optimization and operations research methods for business and logistics | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/business/operations-research-guide) |
+
+## Source: davila7/claude-code-templates
+
+- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `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: googleworkspace/cli
+
+- Repository: [https://github.com/googleworkspace/cli](https://github.com/googleworkspace/cli) (commit `a3768d0`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `persona-event-coordinator` | core | Plan and manage events — scheduling, invitations, and logistics. | [source](https://github.com/googleworkspace/cli/tree/a3768d0/skills/persona-event-coordinator) |
+
+## 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 |
+|---|---|---|---|
+| `flexport-deploy-integration` | core | Deploy Flexport logistics integrations to Vercel, Fly.io, and Cloud Run. Use when deploying shipment tracking dashboards, webhook receivers, or supply chain automation services to production infrastructure. Trigger: "deploy flexport", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-deploy-integration) |
+| `flexport-prod-checklist` | core | Execute Flexport production deployment checklist for logistics integrations. Use when deploying shipment tracking, booking automation, or supply chain integrations to production with proper monitoring and rollback. Trigger: "flexport … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-prod-checklist) |
+| `flexport-data-handling` | core | Implement data handling for Flexport supply chain data including PII redaction, shipment data retention, GDPR compliance, and secure document management. Trigger: "flexport data handling", "flexport PII", "flexport GDPR", "flexport data … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-data-handling) |
+| `flexport-debug-bundle` | core | Collect Flexport API debug evidence for support tickets and troubleshooting. Use when encountering persistent API issues, preparing support tickets, or collecting diagnostic information for Flexport logistics problems. Trigger: "flexport … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-debug-bundle) |
+| `flexport-install-auth` | core | Install and configure Flexport API authentication with API keys or OAuth credentials. Use when setting up a new Flexport logistics integration, configuring bearer tokens, or initializing the Flexport REST API client for shipment and supply … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-install-auth) |
+| `flexport-sdk-patterns` | core | Apply production-ready Flexport API patterns for TypeScript and Python. Use when building typed HTTP clients, implementing pagination, or establishing team coding standards for Flexport logistics integration. Trigger: "flexport SDK … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-sdk-patterns) |
+| `flexport-upgrade-migration` | core | Migrate between Flexport API versions (v1 to v2, Logistics API versions). Use when upgrading API version headers, handling deprecated endpoints, or migrating from legacy Flexport API patterns. Trigger: "upgrade flexport", "flexport API … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-upgrade-migration) |
+| `flexport-local-dev-loop` | core | Configure Flexport local development with mock API responses and testing. Use when setting up a development environment, creating mock shipment data, or establishing a fast iteration cycle for Flexport logistics integration. Trigger: … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-local-dev-loop) |
+| `flexport-rate-limits` | core | Handle Flexport API rate limits with exponential backoff, queue-based throttling, and response header monitoring for logistics API calls. Trigger: "flexport rate limit", "flexport 429", "flexport throttling", "flexport backoff".  | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/flexport-pack/skills/flexport-rate-limits) |
+
+## 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 |
+|---|---|---|---|
+| `logistics-incident-report` | core | Write up a supply chain disruption — port delay, carrier failure, customs hold, or in-transit damage — as a decision-ready incident report. Use when asked to document a shipment delay, write up a logistics failure, report a customs hold, … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-supplychain/skills/logistics-incident-report) |
+| `bom-cost-review` | core | Review a bill of materials for cost, risk, and supply exposure — cost rollup, top-10 cost drivers, single-source and EOL risk, MOQ vs forecast mismatch, cost-down candidates, and tariff/logistics sensitivity. Use when asked to review a … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-hardware/skills/bom-cost-review) |
+| `team-offsite-planner` | core | Plan a team offsite from goals to full agenda. Use when asked to plan a team offsite, away day, team retreat, quarterly offsite, or team-building event. Produces a full agenda, session designs, facilitation notes, and logistics checklist. | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-people/skills/team-offsite-planner) |
+
+## 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-returns-management` | core | Optimize e-commerce returns process and reduce return rates. Returns policy design, reverse logistics, root cause analysis, and customer retention through better returns experience. | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/ecommerce-returns-management) |
+| `supply-chain-optimization-tiktok` | core | Supply Chain Bottleneck Analyzer for TikTok Shop sellers. Diagnose cash flow, inventory turnover, affiliate commissions, and return rates. Includes FBT cost analysis, influencer payout optimization, and viral product lifecycle management. … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-tiktok) |
+| `supply-chain-optimization-shopify` | core | Supply Chain Bottleneck Analyzer for Shopify/DTC stores. Diagnose cash flow, inventory, shipping costs, and customer acquisition efficiency. Includes CAC/LTV analysis, 3PL cost optimization, and ad spend benchmarks. No API key required for … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-shopify) |
+| `shopify-inventory-management` | core | Multi-location inventory — transfers, low stock alerts, demand forecasting, safety stock, ABC analysis | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/shopify-inventory-management) |
+| `supply-chain-optimization-walmart` | core | Supply Chain Bottleneck Analyzer for Walmart Marketplace sellers. Diagnose cash flow, inventory, WFS costs, and referral fees. Includes comparison with Amazon FBA, lower storage fee optimization, and Walmart Connect ad spend analysis. No … | [source](https://github.com/nexscope-ai/eCommerce-Skills/tree/56f3288/supply-chain-optimization/supply-chain-optimization-walmart) |
+
+## Source: robertguss/claude-skills
+
+- Repository: [https://github.com/robertguss/claude-skills](https://github.com/robertguss/claude-skills) (commit `c31f3be`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `app-review-analyzer` | core | Systematically analyze app reviews for competitor research or own-app reputation management. Categorize reviews by sentiment and themes (bugs, missing features, UX complaints, pricing objections, praise, support issues), identify … | [source](https://github.com/robertguss/claude-skills/tree/c31f3be/skills/mobile-app-dev/app-review-analyzer) |
+
+## 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) |
+| `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-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) |
+| `bigquery-ai-ml` | adjacent | 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) |
+| `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-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-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) |
+| `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-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) |
+
+## 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) |
+| `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) |
+| `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) |
+| `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-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) |
+| `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) |
+| `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-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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,61 @@
+# Market evidence report — logistics-analyst
+
+Source: **5 real job ads** (JSearch API, countries: us 5), extracted into the MSSQL evidence store; as of 2026-07-15.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 3 | 60 % |
+| senior | 1 | 20 % |
+| junior | 1 | 20 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Regional breakdown
+
+> **Corpus note:** 5 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** — 5 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 |
+|---|---|
+| Logistics Analyst  | 2 |
+| Junior Logistics Analyst: Lifecycle & Supply Support | 1 |
+| Logistics Analyst II | 1 |
+| Sr Logistics Analyst | 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 +1,28 @@
+# Occupation profile — logistics analyst
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/51cd3a7a-eae6-4dc6-9f24-179d7ec6d230
+- **ESCO code:** 2421.5
+- **ISCO-08 group:** 2421 — Management and organisation analysts
+- **O*NET-SOC:** 13-1081.00 — Logisticians (match: exactMatch)
+
+## Description (ESCO)
+
+Logistics analysts streamline product manufacturing, transportation, storage and distribution. They assess production and supply chain problems to determine economically efficient solutions. They assists company managers in decision-making processes and direct programs designed to provide subcontractors, managers and customers with logistic technology.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- supply chain analyst
+- distribution and logistics consultant
+- logistics consultant
+- logistics and distribution analyst
+- logistics and supply chain analyst
+- logistician
+- distribution consultant
+- distribution analyst
+- supply chain consultant
+- analyst of logistics
+- distribution and logistics analyst
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,148 @@
+# Competences — logistics analyst
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/51cd3a7a-eae6-4dc6-9f24-179d7ec6d230).
+
+## Essential
+
+- **analyse logistic changes** (skill/competence)
+- **analyse logistic needs** (skill/competence)
+- **analyse relation between supply chain improvement and profit** (skill/competence)
+- **analyse supply chain strategies** (skill/competence)
+- **analyse supply chain trends** (skill/competence)
+- **analyse transport business networks** (skill/competence)
+- **apply change management** (skill/competence)
+- **consider economic criteria in decision making** (skill/competence)
+- **create freight rate databases** (skill/competence)
+- **detect bottlenecks** (skill/competence)
+- **develop efficiency plans for logistics operations** (skill/competence)
+- **direct logistical functions** (skill/competence)
+- **enhance production workflow** (skill/competence)
+- **green logistics** (knowledge)
+- **identify process improvements** (skill/competence)
+- **implement efficiency plans for logistics operations** (skill/competence)
+- **liaise with logistics management teams** (skill/competence)
+- **logistics** (knowledge)
+- **maintain logistics databases** (skill/competence)
+- **manage logistics pricing systems** (skill/competence)
+- **manage third-party logistics providers** (skill/competence)
+- **mitigate waste of resources** (skill/competence)
+- **multimodal transport logistics** (knowledge)
+- **perform system analysis** (skill/competence)
+- **respond to requests for logistics services from all over the world** (skill/competence)
+- **review distribution management procedures** (skill/competence)
+- **supply chain management** (knowledge)
+- **support development of annual budget** (skill/competence)
+- **theory of constraints** (knowledge)
+- **use methods of logistical data analysis** (skill/competence)
+- **use specific data analysis software** (skill/competence)
+- **use spreadsheets software** (skill/competence)
+- **work in a logistics team** (skill/competence)
+
+## Optional
+
+- administer multi-modal logistics (skill/competence)
+- assess risk factors (skill/competence)
+- assist in military logistics (skill/competence)
+- communicate analytical insights (skill/competence)
+- coordinate transportation (skill/competence)
+- evolution of economic forecasts (knowledge)
+- execute analytical mathematical calculations (skill/competence)
+- handle the logistics of medicinal products (skill/competence)
+- have computer literacy (skill/competence)
+- implement route planning in smart mobility services (skill/competence)
+- international business (knowledge)
+- international regulations for cargo handling (knowledge)
+- lean manufacturing (knowledge)
+- make logistical arrangements (skill/competence)
+- manage location logistics (skill/competence)
+- manage logistics (skill/competence)
+- manage military logistics (skill/competence)
+- manage warehouse inventory (skill/competence)
+- manage warehouse operations (skill/competence)
+- military logistics (knowledge)
+- negotiate logistics services (skill/competence)
+- online analytical processing (knowledge)
+- operational research (knowledge)
+- oversee logistics of finished products (skill/competence)
+- perform data analysis (skill/competence)
+- perform ICT troubleshooting (skill/competence)
+- plan procedures for cargo operations (skill/competence)
+- plan schedule (skill/competence)
+- plan supply chain logistics for footwear and leather goods (skill/competence)
+- SAP Data Services (knowledge)
+- use different communication channels (skill/competence)
+- warehouse operations (knowledge)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 5 ads, as of 2026-07-15)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- data analysis — **40 %**
+- inventory management — **40 %**
+- lifecycle support — **20 %**
+- calibration monitoring — **20 %**
+- configuration management — **20 %**
+- integrated logistics support — **20 %**
+- logistics management — **20 %**
+- material handling — **20 %**
+- material tracking — **20 %**
+- acquisition logistics — **20 %**
+- asset management — **20 %**
+- bottleneck identification — **20 %**
+- budget analysis — **20 %**
+- contract negotiation — **20 %**
+- coordination — **20 %**
+- cost analysis — **20 %**
+- logistics analysis — **20 %**
+- problem solving — **20 %**
+- purchasing — **20 %**
+- procurement sourcing — **20 %**
+- property management — **20 %**
+- supply chain analysis — **20 %**
+- supply chain coordination — **20 %**
+- sustainment planning — **20 %**
+- warehouse distribution — **20 %**
+
+### Methods
+
+- life cycle logistics — **20 %**
+- federal acquisition regulations (FAR) — **20 %**
+- integrated product support (IPS) — **20 %**
+- configuration management — **20 %**
+
+### Responsibilities
+
+- inventory control — **20 %**
+- logistical functions analysis — **20 %**
+- logistical support — **20 %**
+- inventory reporting — **20 %**
+- meeting support — **20 %**
+- material handling — **20 %**
+- material status updates — **20 %**
+- goods monitoring — **20 %**
+- government material logging — **20 %**
+- ils analysis — **20 %**
+- information flow support — **20 %**
+- data tracking — **20 %**
+- documentation updates — **20 %**
+- equipment maintenance scheduling — **20 %**
+- cost reduction — **20 %**
+- budget monitoring — **20 %**
+- asset tracking — **20 %**
+- warehouse storage support — **20 %**
+- vendor negotiation — **20 %**
+- supply chain optimization — **20 %**
+- sustainment coordination — **20 %**
+- purchase request processing — **20 %**
+- shipping/receiving support — **20 %**
+- supplier engagement — **20 %**
+- report creation — **20 %**
+- resource expediting — **20 %**
+- procurement coordination — **20 %**
+- logistics documentation development — **20 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,51 @@
+# Tasks & work activities — logistics analyst
+
+Source: O*NET 30.3, occupation 13-1081.00 (Logisticians).
+
+## Task statements
+
+- **[Core]** Perform managerial duties such as hiring and training employees and overseeing facility needs or requirements.
+- **[Core]** Maintain and develop positive business relationships with a customer's key personnel involved in, or directly relevant to, a logistics activity.
+- **[Core]** Develop an understanding of customers' needs and take actions to ensure that such needs are met.
+- **[Core]** Direct availability and allocation of materials, supplies, and finished products.
+- **[Core]** Collaborate with other departments as necessary to meet customer requirements, to take advantage of sales opportunities or, in the case of shortages, to minimize negative impacts on a business.
+- **[Core]** Protect and control proprietary materials.
+- **[Core]** Review logistics performance with customers against targets, benchmarks, and service agreements.
+- **[Core]** Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.
+- **[Core]** Direct team activities, establishing task priorities, scheduling and tracking work assignments, providing guidance, and ensuring the availability of resources.
+- **[Core]** Report project plans, progress, and results.
+- **[Core]** Direct and support the compilation and analysis of technical source data necessary for product development.
+- **[Core]** Explain proposed solutions to customers, management, or other interested parties through written proposals and oral presentations.
+- **[Core]** Develop proposals that include documentation for estimates.
+- **[Core]** Plan, organize, and execute logistics support activities, such as maintenance planning, repair analysis, and test equipment recommendations.
+- **[Core]** Provide project management services, including the provision and analysis of technical data.
+- **[Core]** Participate in the assessment and review of design alternatives and design change proposal impacts.
+- **[Core]** Support the development of training materials and technical manuals.
+- **[Core]** Stay informed of logistics technology advances and apply appropriate technology to improve logistics processes.
+- **[Core]** Redesign the movement of goods to maximize value and minimize costs.
+- **[Core]** Manage subcontractor activities, reviewing proposals, developing performance specifications, and serving as liaisons between subcontractors and organizations.
+- **[Core]** Manage the logistical aspects of product life cycles, including coordination or provisioning of samples, and the minimization of obsolescence.
+- **[Core]** Perform system lifecycle cost analysis and develop component studies.
+
+## Detailed work activities
+
+- Advise others on analytical techniques.
+- Allocate physical resources within organizations.
+- Analyze business or financial data.
+- Analyze logistics processes.
+- Collect data about customer needs.
+- Confer with personnel to coordinate business operations.
+- Coordinate logistics or other business operations.
+- Coordinate regulatory documentation activities.
+- Develop business or financial information systems.
+- Develop business relationships.
+- Develop financial or business plans.
+- Develop training materials.
+- Gather customer or product information to determine customer needs.
+- Manage operations, research, or logistics projects.
+- Measure effectiveness of business strategies or practices.
+- Prepare proposal documents.
+- Present business-related information to audiences.
+- Report information to managers or other personnel.
+- Supervise employees.
+- Update professional knowledge.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,50 @@
+# Tools & technology — logistics analyst
+
+Source: O*NET 30.3 'Software Skills' for 13-1081.00.
+
+| Software | Category | Hot technology |
+|---|---|---|
+| Intuit QuickBooks | Accounting software | yes |
+| Autodesk AutoCAD | Computer aided design CAD software | yes |
+| Microsoft Access | Data base user interface and query software | yes |
+| Microsoft SQL Server | Data base user interface and query software | yes |
+| Structured query language SQL | Data base user interface and query software | yes |
+| Microsoft SharePoint | Document management software | yes |
+| Microsoft Outlook | Electronic mail software | yes |
+| SAP software | Enterprise resource planning ERP software | yes |
+| Microsoft Office software | Office suite software | yes |
+| Microsoft PowerPoint | Presentation software | yes |
+| Microsoft Visio | Process mapping and design software | yes |
+| Microsoft Project | Project management software | yes |
+| Oracle Primavera Enterprise Project Portfolio Management | Project management software | yes |
+| Microsoft Excel | Spreadsheet software | yes |
+| Microsoft Word | Word processing software | yes |
+| IBM Cognos Impromptu | Business intelligence and data analysis software |  |
+| Microsoft Dynamics | Enterprise resource planning ERP software |  |
+| Oracle E-Business Suite | Enterprise resource planning ERP software |  |
+| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software |  |
+| IBM Power Systems software | Enterprise system management software |  |
+| SmugMug Flickr | Graphics or photo imaging software |  |
+| Web browser software | Internet browser software |  |
+| Radio frequency identification RFID software | Inventory management software |  |
+| RedPrairie E2e | Materials requirements planning logistics and supply chain software |  |
+| Warehouse management system WMS | Materials requirements planning logistics and supply chain software |  |
+| Order management software | Procurement software |  |
+| Purchasing software | Procurement software |  |
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 5 ads, as of 2026-07-15)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Tools
+
+- ServiceNow — **20 %**
+- Costpoint — **20 %**
+- Microsoft Excel — **20 %**
+- Microsoft PowerPoint — **20 %**
+- Microsoft Word — **20 %**
+- Oracle — **20 %**
+
+<!-- market-evidence -->