commit 8e6a694f4be84393d98d2d86b861fc1d5949d6cb Author: skillfactor-pipeline Date: Fri Aug 14 17:33:22 2026 +0200 feat: ict-capacity-planner skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..bd7fe29 --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — ict-capacity-planner + +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 — ict-capacity-planner + "ESCO (occupation & competences)" : 49 + "O*NET (tasks & tools)" : 347 + "Job boards (market evidence)" : 147 + "Anthropic official Claude skills" : 9 + "External AI skill packs (mapped)" : 122 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 49 | 7.3 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 347 | 51.5 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 147 | 21.8 % | 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 | 9 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 122 | 18.1 % | 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). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..22dbb6f --- /dev/null +++ b/SKILL.md @@ -0,0 +1,53 @@ +--- +name: ict-capacity-planner +description: "Occupational skill for the role 'ICT capacity planner' (also: ICT capacity planners, IT capacity planner, ICT capability manager, IT capability planner, ICT performance manager). Use when the user asks for typical ICT capacity planner work such as: typical ICT capacity planner responsibilities" +--- + +# Ict Capacity Planner + +ICT capacity planners ensure that the capacity of ICT services and ICT infrastructure is able to deliver agreed service level targets in a cost effective and timely manner. They also consider all resources required to deliver the appropriate ICT service, and plan for short, medium, and long term business requirements. + +## 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) + +- analyse business requirements +- apply company policies +- carry out statistical forecasts +- crowdsourcing strategy +- develop financial statistics reports +- ensure adherence to organisational ICT standards +- forecast workload +- ICT capacity planning strategies +- ICT infrastructure +- improve business processes +- insourcing strategy +- outsourcing strategy +- perform business analysis +- perform resource planning +- plan ICT capacity + +## Hot technologies + +- Adobe After Effects +- AJAX +- Amazon DynamoDB +- Amazon Elastic Compute Cloud EC2 +- Amazon Redshift +- Amazon Web Services AWS CloudFormation +- Amazon Web Services AWS software +- Ansible software +- Apache Cassandra +- Apache Hadoop + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/4543bf7b-8ffb-4ade-88b9-58da34366f04), O*NET 30.3 (15-1241.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..7484c49 --- /dev/null +++ b/manifest.json @@ -0,0 +1,172 @@ +{ + "name": "ict-capacity-planner", + "title": "ICT capacity planner", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/4543bf7b-8ffb-4ade-88b9-58da34366f04", + "esco_code": "2523.1", + "isco_group": "2523", + "onet_soc": "15-1241.00", + "crosswalk_match": "manual nearest via ISCO 2523 (Computer Network Architects)" + }, + "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": 17, + "skills_optional": 31, + "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": 6 + }, + "obra/superpowers": { + "repo": "https://github.com/obra/superpowers", + "commit": "d884ae0", + "license": "MIT (c) Jesse Vincent", + "skills": 12 + }, + "wshobson/agents": { + "repo": "https://github.com/wshobson/agents", + "commit": "6fd3247", + "license": "MIT (c) Seth Hobson", + "skills": 12 + }, + "NVIDIA/skills": { + "repo": "https://github.com/NVIDIA/skills", + "commit": "153b14b", + "license": "CC-BY-4.0 (skills/docs), Apache-2.0 (code)", + "skills": 12 + }, + "veniceai/skills": { + "repo": "https://github.com/veniceai/skills", + "commit": "de089fa", + "license": "MIT", + "skills": 5 + }, + "czlonkowski/n8n-skills": { + "repo": "https://github.com/czlonkowski/n8n-skills", + "commit": "9ea3aa5", + "license": "MIT", + "skills": 12 + }, + "mohitagw15856/pm-claude-skills": { + "repo": "https://github.com/mohitagw15856/pm-claude-skills", + "commit": "876fa30", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 4 + }, + "alirezarezvani/claude-skills": { + "repo": "https://github.com/alirezarezvani/claude-skills", + "commit": "0241f43", + "license": "MIT", + "skills": 4 + }, + "AgriciDaniel/claude-blog": { + "repo": "https://github.com/AgriciDaniel/claude-blog", + "commit": "49842ea", + "license": "MIT", + "skills": 1 + }, + "infrasity-labs/dev-gtm-claude-skills": { + "repo": "https://github.com/infrasity-labs/dev-gtm-claude-skills", + "commit": "02cfefb", + "license": "MIT", + "skills": 2 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 2 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 2 + }, + "secondsky/claude-skills": { + "repo": "https://github.com/secondsky/claude-skills", + "commit": "c4889f6", + "license": "MIT", + "skills": 1 + }, + "brycewang-stanford/Auto-Empirical-Research-Skills": { + "repo": "https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills", + "commit": "85bf545", + "license": "CC-BY-4.0", + "skills": 2 + }, + "FlorianBruniaux/claude-code-ultimate-guide": { + "repo": "https://github.com/FlorianBruniaux/claude-code-ultimate-guide", + "commit": "5395214", + "license": "custom (see upstream LICENSE)", + "skills": 1 + }, + "jabrena/plinth": { + "repo": "https://github.com/jabrena/plinth", + "commit": "065eae8", + "license": "Apache-2.0", + "skills": 1 + } + }, + "total_skills": 80, + "tiers": { + "core": 49, + "adjacent": 31 + } + }, + "provenance": { + "items": { + "esco": 49, + "onet": 347, + "jobads": 147, + "wiki_ai": 0, + "anthropic": 9, + "ai_skills": 122, + "stackx": 0 + }, + "share_percent": { + "esco": 7.3, + "onet": 51.5, + "jobads": 21.8, + "wiki_ai": 0.0, + "anthropic": 1.3, + "ai_skills": 18.1, + "stackx": 0.0 + }, + "method": "content items per source category" + }, + "collar": "white", + "computer_work": true +} \ No newline at end of file diff --git a/references/ai-skills.md b/references/ai-skills.md new file mode 100644 index 0000000..fb242b3 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,234 @@ +# External AI agent skills — ict-capacity-planner + +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 | +|---|---|---|---| +| `mcp-builder` | core | Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python … | [source](https://github.com/anthropics/skills/tree/main/skills/mcp-builder) | +| `skill-creator` | adjacent | Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with … | [source](https://github.com/anthropics/skills/tree/main/skills/skill-creator) | +| `claude-api` | adjacent | Reference for the Claude API / Anthropic SDK — model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration. TRIGGER — read BEFORE opening the target file; don't skip because it "looks like a … | [source](https://github.com/anthropics/skills/tree/main/skills/claude-api) | +| `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) | +| `webapp-testing` | adjacent | Toolkit for interacting with and testing local web applications using Playwright. Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs. | [source](https://github.com/anthropics/skills/tree/main/skills/webapp-testing) | + +## Source: obra/superpowers + +- Repository: [https://github.com/obra/superpowers](https://github.com/obra/superpowers) (commit `d884ae0`, retrieved 2026-07-14) +- License: MIT (c) Jesse Vincent + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `brainstorming` | adjacent | You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation. | [source](https://github.com/obra/superpowers/tree/main/skills/brainstorming) | +| `executing-plans` | adjacent | Use when you have a written implementation plan to execute in a separate session with review checkpoints | [source](https://github.com/obra/superpowers/tree/main/skills/executing-plans) | +| `requesting-code-review` | adjacent | Use when completing tasks, implementing major features, or before merging to verify work meets requirements | [source](https://github.com/obra/superpowers/tree/main/skills/requesting-code-review) | +| `systematic-debugging` | adjacent | Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes | [source](https://github.com/obra/superpowers/tree/main/skills/systematic-debugging) | +| `writing-plans` | adjacent | Use when you have a spec or requirements for a multi-step task, before touching code | [source](https://github.com/obra/superpowers/tree/main/skills/writing-plans) | +| `dispatching-parallel-agents` | adjacent | Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies | [source](https://github.com/obra/superpowers/tree/main/skills/dispatching-parallel-agents) | +| `finishing-a-development-branch` | adjacent | Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup | [source](https://github.com/obra/superpowers/tree/main/skills/finishing-a-development-branch) | +| `receiving-code-review` | adjacent | Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation | [source](https://github.com/obra/superpowers/tree/main/skills/receiving-code-review) | +| `subagent-driven-development` | adjacent | Use when executing implementation plans with independent tasks in the current session | [source](https://github.com/obra/superpowers/tree/main/skills/subagent-driven-development) | +| `test-driven-development` | adjacent | Use when implementing any feature or bugfix, before writing implementation code | [source](https://github.com/obra/superpowers/tree/main/skills/test-driven-development) | +| `using-git-worktrees` | adjacent | Use when starting feature work that needs isolation from current workspace or before executing implementation plans - ensures an isolated workspace exists via native tools or git worktree fallback | [source](https://github.com/obra/superpowers/tree/main/skills/using-git-worktrees) | +| `verification-before-completion` | adjacent | Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always | [source](https://github.com/obra/superpowers/tree/main/skills/verification-before-completion) | + +## 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 | +|---|---|---|---| +| `cost-optimization` | core | Optimize cloud costs across AWS, Azure, GCP, and OCI through resource rightsizing, tagging strategies, reserved instances, and spending analysis. Use when reducing cloud expenses, analyzing infrastructure costs, or implementing cost … | [source](https://github.com/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/cost-optimization) | +| `debugging-strategies` | core | Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack. Use when investigating bugs, performance issues, or unexpected behavior. | [source](https://github.com/wshobson/agents/tree/main/plugins/developer-essentials/skills/debugging-strategies) | +| `python-project-structure` | core | Python project organization, module architecture, and public API design. Use when setting up new projects, organizing modules, defining public interfaces with __all__, or planning directory layouts. | [source](https://github.com/wshobson/agents/tree/main/plugins/python-development/skills/python-project-structure) | +| `sql-optimization-patterns` | core | Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance and eliminate slow queries. Use when debugging slow queries, designing database schemas, or optimizing application … | [source](https://github.com/wshobson/agents/tree/main/plugins/developer-essentials/skills/sql-optimization-patterns) | +| `comprehensive-review-architect-review (agent)` | core | Master software architect specializing in modern architecture patterns, clean architecture, microservices, event-driven systems, and DDD. Reviews system designs and code changes for architectural integrity, scalability, and … | [source](https://github.com/wshobson/agents/tree/main/plugins/comprehensive-review/agents/architect-review.md) | +| `distributed-debugging-devops-troubleshooter (agent)` | core | Expert DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability. Masters log analysis, distributed tracing, Kubernetes debugging, performance optimization, and root cause analysis. Handles … | [source](https://github.com/wshobson/agents/tree/main/plugins/distributed-debugging/agents/devops-troubleshooter.md) | +| `postmortem-writing` | core | Write effective blameless postmortems with root cause analysis, timelines, and action items. Use when conducting incident reviews, writing postmortem documents, or improving incident response processes. | [source](https://github.com/wshobson/agents/tree/main/plugins/incident-response/skills/postmortem-writing) | +| `shellcheck-configuration` | core | Master ShellCheck static analysis configuration and usage for shell script quality. Use when setting up linting infrastructure, fixing code issues, or ensuring script portability. | [source](https://github.com/wshobson/agents/tree/main/plugins/shell-scripting/skills/shellcheck-configuration) | +| `code-documentation-code-reviewer (agent)` | core | Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with … | [source](https://github.com/wshobson/agents/tree/main/plugins/code-documentation/agents/code-reviewer.md) | +| `code-refactoring-code-reviewer (agent)` | core | Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with … | [source](https://github.com/wshobson/agents/tree/main/plugins/code-refactoring/agents/code-reviewer.md) | +| `codebase-cleanup-code-reviewer (agent)` | core | Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with … | [source](https://github.com/wshobson/agents/tree/main/plugins/codebase-cleanup/agents/code-reviewer.md) | +| `comprehensive-review-code-reviewer (agent)` | core | Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with … | [source](https://github.com/wshobson/agents/tree/main/plugins/comprehensive-review/agents/code-reviewer.md) | + +## 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 | +|---|---|---|---| +| `capacity-planner` | core | Capacity requirements planning skill with demand-capacity gap analysis and capacity strategy recommendations | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/business/operations/skills/capacity-planner) | +| `takt-time-calculator` | core | Takt time and cycle time analysis skill for production line balancing and capacity planning. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/takt-time-calculator) | +| `linear-program-modeler` | core | Mathematical programming skill for formulating and solving linear programming models for resource allocation, production planning, and capacity optimization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/linear-program-modeler) | +| `doe-designer` | core | Design of Experiments planning and analysis skill for factorial and response surface experiments. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/domains/science/industrial-engineering/skills/doe-designer) | + +## Source: AgriciDaniel/claude-blog + +- Repository: [https://github.com/AgriciDaniel/claude-blog](https://github.com/AgriciDaniel/claude-blog) (commit `49842ea`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/AgriciDaniel/claude-blog/tree/49842ea/skills/blog-strategy) | + +## Source: alirezarezvani/claude-skills + +- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `senior-pm` | core | Senior Project Manager for enterprise software, SaaS, and digital transformation projects. Specializes in portfolio management, quantitative risk analysis, resource optimization, stakeholder alignment, and executive reporting. Uses … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/project-management/skills/senior-pm) | +| `migration-architect` | core | Zero-downtime migration planning, compatibility validation, and rollback strategy generation. Tools for system, database, and infrastructure migrations with minimal business impact. Use when planning a database migration, infrastructure … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/engineering/skills/migration-architect) | +| `cfo-advisor` | core | Financial leadership for startups and scaling companies. Financial modeling, unit economics, fundraising strategy, cash management, and board financial packages. Use when building financial models, analyzing unit economics, planning … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/c-level-advisor/skills/cfo-advisor) | +| `product-strategist` | core | Strategic product leadership toolkit for Head of Product covering OKR cascade generation, quarterly planning, competitive landscape analysis, product vision documents, and team scaling proposals. Use when creating quarterly OKR documents, … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/product-team/skills/product-strategist) | + +## 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) | +| `cs-skills` | core | 10 computer science skills. Trigger: algorithms, systems research, software engineering, security papers. Design: theory, complexity analysis, code-centric research, and security methods. | [source](https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/85bf545/skills/43-wentorai-research-plugins/skills/domains/cs) | + +## 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 | +|---|---|---|---| +| `product-strategist` | core | Strategic product leadership toolkit for Head of Product including OKR cascade generation, market analysis, vision setting, and team scaling. Use for strategic planning, goal alignment, competitive analysis, and organizational design. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/business-marketing/product-strategist) | +| `it-operations` | core | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability strategies, automation, backup/recovery, capacity planning, and operational excellence … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/it-operations) | + +## 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: infrasity-labs/dev-gtm-claude-skills + +- Repository: [https://github.com/infrasity-labs/dev-gtm-claude-skills](https://github.com/infrasity-labs/dev-gtm-claude-skills) (commit `02cfefb`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `blog-strategy` | core | Blog strategy development including topic cluster architecture with hub-and-spoke design, audience mapping, competitive landscape analysis, AI citation surface strategy across ChatGPT/Perplexity/AI Overviews, distribution channel planning … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/blog-strategy) | +| `product-strategist` | core | Strategic product leadership toolkit for Head of Product covering OKR cascade generation, quarterly planning, competitive landscape analysis, product vision documents, and team scaling proposals. Use when creating quarterly OKR documents, … | [source](https://github.com/infrasity-labs/dev-gtm-claude-skills/tree/02cfefb/.claude/skills/product-strategist) | + +## Source: jabrena/plinth + +- Repository: [https://github.com/jabrena/plinth](https://github.com/jabrena/plinth) (commit `065eae8`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `111-java-maven-dependencies` | core | Use when you need to add or evaluate Maven dependencies that improve code quality or domain modeling — including nullness annotations (JSpecify), static analysis (Error Prone + NullAway), functional programming (VAVR), architecture testing … | [source](https://github.com/jabrena/plinth/tree/065eae8/skills/111-java-maven-dependencies) | + +## 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-capacity-planning` | core | Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth. it uses the capacity-planning-analyzer plugin to assess current utilization, forecast growth trends, and recommend scaling strategies. use … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/capacity-planning-analyzer/skills/analyzing-capacity-planning) | +| `onenote-cost-tuning` | core | Optimize costs and API usage for OneNote Graph API integrations with caching and batching strategies. Use when reducing API call volume, planning capacity, or evaluating OneNote integration costs. Trigger with "onenote costs", "onenote api … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/onenote-pack/skills/onenote-cost-tuning) | + +## 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 | +|---|---|---|---| +| `capacity-planning` | core | Produce a capacity planning document for a service covering traffic forecasts, resource requirements, and scaling strategy. Use when asked to plan infrastructure capacity, forecast resource needs, model traffic growth, define scaling … | [source](https://github.com/mohitagw15856/pm-claude-skills/tree/876fa30/plugins/pm-engineering/skills/capacity-planning) | + +## Source: secondsky/claude-skills + +- Repository: [https://github.com/secondsky/claude-skills](https://github.com/secondsky/claude-skills) (commit `c4889f6`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `technical-specification` | core | Creates detailed technical specifications for software projects covering requirements, architecture, APIs, and testing strategies. Use when planning features, documenting system design, or creating architecture decision records. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/technical-specification/skills/technical-specification) | + +## Source: czlonkowski/n8n-skills + +- Repository: [https://github.com/czlonkowski/n8n-skills](https://github.com/czlonkowski/n8n-skills) (commit `9ea3aa5`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `n8n-code-python` | core | Write Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to understand Python limitations in n8n Code nodes. Use this skill when the user specifically … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-code-python) | +| `n8n-code-tool` | core | Write JavaScript or Python for the n8n Custom Code Tool (@n8n/n8n-nodes-langchain.toolCode) — the AI-agent-callable tool, NOT the workflow Code node. Use when building a Code Tool attached to an AI Agent, writing code that an LLM will … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-code-tool) | +| `n8n-validation-expert` | core | Interpret validation errors and guide fixing them. Use when encountering validation errors, validation warnings, false positives, operator structure issues, or need help understanding validation results. Also use when asking about … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-validation-expert) | +| `n8n-workflow-patterns` | adjacent | Proven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow patterns, planning workflow architecture, or asking about webhook processing, HTTP API … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-workflow-patterns) | +| `n8n-agents` | adjacent | Design n8n AI agents the right way. Use when building or editing any @n8n/n8n-nodes-langchain.* AI node — an AI Agent, LLM chain, Text Classifier, or Information Extractor — and whenever the user mentions AI agents, LLM with tools, tool … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-agents) | +| `n8n-binary-and-data` | adjacent | Handle files and binary data in n8n correctly. Use when working with files, images, PDFs, attachments, uploads or downloads, base64, vision/multimodal input, or when an AI agent needs a file as tool input or output — and whenever the user … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-binary-and-data) | +| `n8n-error-handling` | adjacent | Wire n8n error handling so failures are loud, structured, and recoverable. Use when building any webhook/API workflow, a scheduled or unattended workflow, or any path where a silent failure would drop user-visible work — and whenever the … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-error-handling) | +| `n8n-code-javascript` | adjacent | Write JavaScript code in n8n Code nodes. Use when writing JavaScript in n8n, using $input/$json/$node syntax, making HTTP requests with this.helpers / the $helpers global, working with dates using DateTime, troubleshooting Code node … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-code-javascript) | +| `n8n-expression-syntax` | adjacent | Validate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing $json/$node variables, troubleshooting expression errors, mapping data between nodes, or referencing webhook data in … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-expression-syntax) | +| `n8n-mcp-tools-expert` | adjacent | Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, managing credentials, auditing instance security, or using any n8n-mcp tool. Provides … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-mcp-tools-expert) | +| `n8n-multi-instance` | adjacent | Use when an n8n-mcp account targets more than one n8n instance — i.e. the `n8n_instances` tool is available, the user mentions multiple n8n instances or environments (prod vs staging, several teams or clients), a workflow / datatable / … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-multi-instance) | +| `n8n-node-configuration` | adjacent | Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between get_node detail levels, or learning common configuration patterns by node type. … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-node-configuration) | + +## 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 | +|---|---|---|---| +| `hsb-app` | core | Discover and run Holoscan Sensor Bridge example applications on a connected devkit. Filters available apps by the user's platform, HSB software version, board type, and sensors. Supports timed execution, failure analysis, code-edit … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/hsb-app) | +| `tao-analyze-gaps-visual-changenet` | core | Performs gap analysis on NVIDIA TAO VCN Classify (Visual Component Net) experiments by invoking the data-services container (`tao_toolkit.data_services` from `versions.yaml`) directly via `docker run … gap_analysis vcn_aoi …` — picks the … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-analyze-gaps-visual-changenet) | +| `cupynumeric-install` | core | Install and verify cuPyNumeric for Python — requirements, commands, verification. Source builds are out of scope. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/cupynumeric-install) | +| `tilegym-cutile-python` | core | Expert cuTile programming assistant. Write high-performance GPU kernels using cuTile's tile-based programming model with proper validation and optimization. Supports deep agent orchestration for complex multi-kernel tasks. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tilegym-cutile-python) | +| `cuopt-developer` | core | Modify, build, test, debug, and contribute to NVIDIA cuOpt (C++/CUDA, Python, server, CI). Use for solver internals, PRs, DCO, and code conventions. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/cuopt-developer) | +| `deepstream-dev` | core | NVIDIA DeepStream SDK 9.0 development with Python pyservicemaker API. Use when building video analytics pipelines, GStreamer-based video processing, TensorRT inference integration, object detection/tracking, or Kafka/message broker … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/deepstream-dev) | +| `holoscan-install-debian` | core | Install Holoscan SDK natively on Ubuntu via apt. Use for C++ installs on Ubuntu; pair with /holoscan-install-wheel for Python. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/holoscan-install-debian) | +| `holoscan-install-wheel` | core | Install Holoscan SDK Python wheel via pip into a venv. Use for Python installs; not for native C++/apt or Conda installs. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/holoscan-install-wheel) | +| `tilegym-converting-cutile-to-julia` | core | Converts cuTile Python GPU kernels (@ct.kernel) to cuTile.jl Julia equivalents. Handles kernel syntax translation, 0-indexed to 1-indexed conversion, broadcasting differences, memory layout (row-major to column-major), type system mapping, … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tilegym-converting-cutile-to-julia) | +| `cuopt-install` | core | Install cuOpt for Python, C, or server via pip, conda, or Docker; verify the install. For building cuOpt from source, see cuopt-developer. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/cuopt-install) | +| `cuopt-numerical-optimization-api` | core | LP, MILP, and QP (beta) with cuOpt — Python, C, and CLI. Use when the user is solving LP, MILP, or QP with any cuOpt interface. | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/cuopt-numerical-optimization-api) | +| `cuopt-routing-api-python` | core | Vehicle routing (VRP, TSP, PDP) with cuOpt — Python API only. Use when the user is building or solving routing in Python. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/cuopt-routing-api-python) | + +## Source: veniceai/skills + +- Repository: [https://github.com/veniceai/skills](https://github.com/veniceai/skills) (commit `de089fa`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `venice-responses` | adjacent | Use Venice's Alpha POST /responses endpoint - an OpenAI-compatible Responses API with typed output blocks (reasoning, message, function_call, web_search_call). Covers request shape, streaming, differences from /chat/completions, supported … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-responses) | +| `venice-api-keys` | adjacent | Manage Venice API keys. Covers GET/POST/PATCH/DELETE /api_keys, GET /api_keys/{id}, GET /api_keys/rate_limits, GET /api_keys/rate_limits/log, the two-step /api_keys/generate_web3_key wallet flow, INFERENCE vs ADMIN key types, and per-key … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-api-keys) | +| `venice-api-overview` | adjacent | High-level map of the Venice.ai API - base URL, authentication modes, endpoint categories, response headers, pricing model, error shape, and versioning. Load this first when starting any Venice integration. | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-api-overview) | +| `venice-auth` | adjacent | Authenticate to the Venice API with a Bearer API key or with an x402 / SIWE wallet. Covers header formats, the SIWE message fields, TTL and nonce rules, the venice-x402-client SDK, and how to choose between the two modes. | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-auth) | +| `venice-errors` | adjacent | Handle Venice API errors correctly. Covers the StandardError / DetailedError / ContentViolationError / X402InferencePaymentRequired body shapes, every meaningful status code (400, 401, 402, 403, 415, 422, 429, 500, 503, 504), the 402 … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-errors) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..de902e9 --- /dev/null +++ b/references/market.md @@ -0,0 +1,68 @@ +# Market evidence report — ict-capacity-planner + +Source: **9 real job ads** (JSearch API, countries: us 9), extracted into the MSSQL evidence store; as of 2026-07-12. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 4 | 44 % | +| senior | 4 | 44 % | +| lead | 1 | 11 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | capacity planning | 5 | 56 % | +| 2 | data analysis | 3 | 33 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Regional breakdown + +> **Corpus note:** 9 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** — 9 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 | +|---|---| +| Capacity Planning Systems Programmer - Mainframe | 1 | +| Capacity Planning Volume Specialist | 1 | +| Manager Capacity Planning | 1 | +| Performance & Capacity Engineering - Capacity Planning Optimization | 1 | +| Senior Hardware Infrastructure Capacity Planner | 1 | +| Senior Manager, Capacity Planning | 1 | +| Senior Network Capacity Planner | 1 | +| Senior Network Capacity Planning Engineer | 1 | +| Staff Engineer, Capacity Planning & Forecasting | 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. diff --git a/references/profile.md b/references/profile.md new file mode 100644 index 0000000..1849a5d --- /dev/null +++ b/references/profile.md @@ -0,0 +1,21 @@ +# Occupation profile — ICT capacity planner + +- **ESCO URI:** http://data.europa.eu/esco/occupation/4543bf7b-8ffb-4ade-88b9-58da34366f04 +- **ESCO code:** 2523.1 +- **ISCO-08 group:** 2523 — Computer network professionals + +## Description (ESCO) + +ICT capacity planners ensure that the capacity of ICT services and ICT infrastructure is able to deliver agreed service level targets in a cost effective and timely manner. They also consider all resources required to deliver the appropriate ICT service, and plan for short, medium, and long term business requirements. + +## Definition + +nan + +## Alternative labels + +- ICT capacity planners +- IT capacity planner +- ICT capability manager +- IT capability planner +- ICT performance manager diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..5310c93 --- /dev/null +++ b/references/skills.md @@ -0,0 +1,182 @@ +# Competences — ICT capacity planner + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/4543bf7b-8ffb-4ade-88b9-58da34366f04). + +## Essential + +- **analyse business requirements** (skill/competence) +- **apply company policies** (skill/competence) +- **carry out statistical forecasts** (skill/competence) +- **crowdsourcing strategy** (knowledge) +- **develop financial statistics reports** (skill/competence) +- **ensure adherence to organisational ICT standards** (skill/competence) +- **forecast workload** (skill/competence) +- **ICT capacity planning strategies** (knowledge) +- **ICT infrastructure** (knowledge) +- **improve business processes** (skill/competence) +- **insourcing strategy** (knowledge) +- **outsourcing strategy** (knowledge) +- **perform business analysis** (skill/competence) +- **perform resource planning** (skill/competence) +- **plan ICT capacity** (skill/competence) +- **provide cost benefit analysis reports** (skill/competence) +- **statistical analysis system software** (knowledge) + +## Optional + +- administer ICT system (skill/competence) +- business process modelling (knowledge) +- cloud technologies (knowledge) +- collect customer feedback on applications (skill/competence) +- coordinate technological activities (skill/competence) +- create database diagrams (skill/competence) +- create solutions to problems (skill/competence) +- deploy ICT systems (skill/competence) +- design database scheme (skill/competence) +- design process (skill/competence) +- execute ICT audits (skill/competence) +- ICT process quality models (knowledge) +- ICT security standards (knowledge) +- implement a virtual private network (skill/competence) +- labour legislation (knowledge) +- LDAP (knowledge) +- LINQ (knowledge) +- MDX (knowledge) +- N1QL (knowledge) +- perform ICT troubleshooting (skill/competence) +- perform project management (skill/competence) +- plan migration to cloud (skill/competence) +- provide ICT consulting advice (skill/competence) +- provide user documentation (skill/competence) +- query languages (knowledge) +- resource description framework query language (knowledge) +- SPARQL (knowledge) +- systems development life-cycle (knowledge) +- use different communication channels (skill/competence) +- use scripting programming (skill/competence) +- XQuery (knowledge) + + + +## Market evidence (job-ad analysis, 9 ads, as of 2026-07-12) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- capacity planning — **56 %** +- data analysis — **33 %** +- data modeling — **22 %** +- scenario planning — **22 %** +- routing protocols — **11 %** +- staffing strategy — **11 %** +- msu identification — **11 %** +- regulatory reporting — **11 %** +- report generation — **11 %** +- resource allocation — **11 %** +- network capacity planning — **11 %** +- network engineering — **11 %** +- network modeling — **11 %** +- mainframe capacity planning — **11 %** +- optimization algorithms — **11 %** +- performance analysis — **11 %** +- performance engineering — **11 %** +- process improvement — **11 %** +- supplier review — **11 %** +- supply chain management — **11 %** +- supply planning — **11 %** +- storage driver identification — **11 %** +- traffic engineering — **11 %** +- traffic forecasting — **11 %** +- troubleshooting — **11 %** +- workforce management — **11 %** +- data validation — **11 %** +- distributed systems design — **11 %** +- dwdm augmentation — **11 %** +- feasibility analysis — **11 %** +- forecast modeling — **11 %** +- hardware forecasting — **11 %** +- headroom management — **11 %** +- industrial engineering — **11 %** +- infrastructure engineering — **11 %** +- infrastructure operations — **11 %** +- inventory management — **11 %** +- io identification — **11 %** +- data collection — **11 %** +- data creation — **11 %** +- change initiative leadership — **11 %** +- component sourcing — **11 %** +- continuous improvement — **11 %** +- contractual reporting — **11 %** +- cpu identification — **11 %** +- budget planning — **11 %** +- call center forecasting — **11 %** +- capacity forecasting — **11 %** +- analytical skills — **11 %** +- bill of material (bom) analysis — **11 %** + +### Methods + +- simulation — **22 %** +- software-defined networking (SDN) — **11 %** +- advanced optimization — **11 %** +- AI/ML techniques — **11 %** +- continuous improvement — **11 %** +- backtesting — **11 %** +- cross-functional collaboration — **11 %** +- failure domain analysis — **11 %** +- linear programming — **11 %** +- digital twins — **11 %** +- data visualization — **11 %** + +### Responsibilities + +- capacity forecasting — **22 %** +- team leadership — **22 %** +- tradeoff navigation — **11 %** +- supplier communication — **11 %** +- staffing plan maintenance — **11 %** +- workflow standardization — **11 %** +- stakeholder communication — **11 %** +- status reporting — **11 %** +- software system implementation — **11 %** +- rack delivery scheduling — **11 %** +- risk assessment — **11 %** +- report job repair — **11 %** +- reporting and governance — **11 %** +- regulatory reporting delivery — **11 %** +- reliability driving — **11 %** +- project team membership — **11 %** +- metric root cause analysis — **11 %** +- model development — **11 %** +- network planning — **11 %** +- network readiness assurance — **11 %** +- on-call support — **11 %** +- on-prem capacity enablement — **11 %** +- operational exception response — **11 %** +- capacity model development — **11 %** +- capacity plan ownership — **11 %** +- budget recommendation development — **11 %** +- capital expenditure tuning — **11 %** +- analytical model building — **11 %** +- bill of materials forecasting — **11 %** +- data discrepancy resolution — **11 %** +- data collection — **11 %** +- data collection support — **11 %** +- cloud capacity enablement — **11 %** +- cpv data maintenance — **11 %** +- cpv request coordination — **11 %** +- critical escalation management — **11 %** +- data-driven change implementation — **11 %** +- data pipeline creation — **11 %** +- efficiency boosting — **11 %** +- expansion delivery — **11 %** +- hardware allocation modeling — **11 %** +- forecasting alignment — **11 %** +- long-range forecast publication — **11 %** +- lead time tracking — **11 %** +- issue escalation — **11 %** +- investment needs identification — **11 %** +- infrastructure scaling — **11 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..f59950d --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,77 @@ +# Tasks & work activities — ICT capacity planner + +Source: O*NET 30.3, occupation 15-1241.00 (Computer Network Architects) — manual nearest-occupation mapping via ISCO group 2523; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Adjust network sizes to meet volume or capacity demands. +- **[Core]** Communicate with customers, sales staff, or marketing staff to determine customer needs. +- **[Core]** Communicate with system users to ensure accounts are set up properly or to diagnose and solve operational problems. +- **[Core]** Coordinate installation of new equipment. +- **[Core]** Coordinate network operations, maintenance, repairs, or upgrades. +- **[Core]** Coordinate network or design activities with designers of associated networks. +- **[Core]** Design, build, or operate equipment configuration prototypes, including network hardware, software, servers, or server operation systems. +- **[Core]** Design, organize, and deliver product awareness, skills transfer, or product education sessions for staff or suppliers. +- **[Core]** Determine specific network hardware or software requirements, such as platforms, interfaces, bandwidths, or routine schemas. +- **[Core]** Develop and implement solutions for network problems. +- **[Core]** Develop and write procedures for installation, use, or troubleshooting of communications hardware or software. +- **[Core]** Develop conceptual, logical, or physical network designs. +- **[Core]** Develop disaster recovery plans. +- **[Core]** Develop network-related documentation. +- **[Supplemental]** Develop or maintain project reporting systems. +- **[Core]** Develop or recommend network security measures, such as firewalls, network security audits, or automated security probes. +- **[Core]** Develop plans or budgets for network equipment replacement. +- **[Core]** Develop procedures to track, project, or report network availability, reliability, capacity, or utilization. +- **[Core]** Estimate time and materials needed to complete projects. +- **[Core]** Evaluate network designs to determine whether customer requirements are met efficiently and effectively. +- **[Core]** Explain design specifications to integration or test engineers. +- **[Core]** Maintain networks by performing activities such as file addition, deletion, or backup. +- **[Supplemental]** Maintain or coordinate the maintenance of network peripherals, such as printers. +- **[Core]** Monitor and analyze network performance and reports on data input or output to detect problems, identify inefficient use of computer resources, or perform capacity planning. +- **[Core]** Participate in network technology upgrade or expansion projects, including installation of hardware and software and integration testing. +- **[Core]** Prepare design presentations and proposals for staff or customers. +- **[Core]** Prepare detailed network specifications, including diagrams, charts, equipment configurations, or recommended technologies. +- **[Core]** Prepare or monitor project schedules, budgets, or cost control systems. +- **[Core]** Research and test new or modified hardware or software products to determine performance and interoperability. +- **[Core]** Supervise engineers or other staff in the design or implementation of network solutions. +- **[Core]** Use network computer-aided design (CAD) software packages to optimize network designs. +- **[Supplemental]** Visit vendors, attend conferences or training sessions, or study technical journals to keep up with changes in technology. +- **[Core]** Communicate with vendors to gather information about products, alert them to future needs, resolve problems, or address system maintenance issues. + +## Detailed work activities + +- Analyze data to identify or resolve operational problems. +- Analyze website or related online data to track trends or usage. +- Collaborate with others to determine design specifications or details. +- Collaborate with others to resolve information technology issues. +- Communicate project information to others. +- Conduct research to gain information about products or processes. +- Configure computer networks. +- Coordinate project activities with other personnel or departments. +- Coordinate software or hardware installation. +- Design integrated computer systems. +- Develop computer or information security policies or procedures. +- Develop information communication procedures. +- Develop models of information or communications systems. +- Develop specifications for computer network operation. +- Develop testing routines or procedures. +- Document network-related activities or tasks. +- Estimate time or monetary resources needed to complete projects. +- Evaluate project designs to determine adequacy or feasibility. +- Install computer hardware. +- Install computer software. +- Maintain computer hardware. +- Maintain computer networks to enhance performance and user access. +- Maintain contingency plans for disaster recovery. +- Manage budgets for appropriate resource allocation. +- Manage documentation to ensure organization or accuracy. +- Manage financial activities of the organization. +- Modify software programs to improve performance. +- Monitor the performance of computer networks. +- Provide technical support for computer network issues. +- Recommend changes to improve computer or information systems. +- Resolve computer network problems. +- Supervise information technology personnel. +- Teach others to use computer equipment or hardware. +- Test computer hardware performance. +- Update knowledge about emerging industry or technology trends. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..91147ec --- /dev/null +++ b/references/tools.md @@ -0,0 +1,314 @@ +# Tools & technology — ICT capacity planner + +Source: O*NET 30.3, occupation 15-1241.00 (Computer Network Architects) — manual nearest-occupation mapping via ISCO group 2523; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Adobe After Effects | Video creation and editing software | yes | +| AJAX | Web platform development software | yes | +| Amazon DynamoDB | Data base management system software | yes | +| Amazon Elastic Compute Cloud EC2 | Data base user interface and query software | yes | +| Amazon Redshift | Data base user interface and query software | yes | +| Amazon Web Services AWS CloudFormation | Cloud-based management software | yes | +| Amazon Web Services AWS software | Data base user interface and query software | yes | +| Ansible software | Expert system software | yes | +| Apache Cassandra | Data base management system software | yes | +| Apache Hadoop | Data base management system software | yes | +| Apache Hive | Data base management system software | yes | +| Apache Kafka | Development environment software | yes | +| Apache Maven | Development environment software | yes | +| Apache Spark | Business intelligence and data analysis software | yes | +| Apache Subversion SVN | File versioning software | yes | +| Apache Tomcat | Web platform development software | yes | +| Apple macOS | Operating system software | yes | +| Atlassian Confluence | Project management software | yes | +| Atlassian JIRA | Content workflow software | yes | +| Autodesk AutoCAD | Computer aided design CAD software | yes | +| Autodesk Revit | Computer aided design CAD software | yes | +| Bash | Operating system software | yes | +| Border Gateway Protocol BGP | Switch or router software | yes | +| C | Development environment software | yes | +| C# | Object or component oriented development software | yes | +| C++ | Object or component oriented development software | yes | +| Cascading style sheets CSS | Web platform development software | yes | +| Chef | Configuration management software | yes | +| Cisco Webex | Video conferencing software | yes | +| Dassault Systemes SolidWorks | Computer aided design CAD software | yes | +| Django | Web platform development software | yes | +| Docker | Application server software | yes | +| Eclipse IDE | Development environment software | yes | +| Elasticsearch | Data base management system software | yes | +| ESRI ArcGIS software | Geographic information system | yes | +| Extensible markup language XML | Enterprise application integration software | yes | +| Git | File versioning software | yes | +| GitHub | Application server software | yes | +| Go | Development environment software | yes | +| Google Android | Operating system software | yes | +| Google Angular | Web platform development software | yes | +| Hibernate ORM | Object oriented data base management software | yes | +| Hypertext markup language HTML | Web platform development software | yes | +| IBM Terraform | Configuration management software | yes | +| IBM WebSphere MQ | Cloud-based management software | yes | +| JavaScript | Web platform development software | yes | +| JavaScript Object Notation JSON | Web platform development software | yes | +| jQuery | Object or component oriented development software | yes | +| JUnit | Program testing software | yes | +| Linux | Operating system software | yes | +| Microsoft .NET Framework | Development environment software | yes | +| Microsoft Access | Data base user interface and query software | yes | +| Microsoft Active Directory | Internet directory services software | yes | +| Microsoft Active Server Pages ASP | Web platform development software | yes | +| Microsoft ASP.NET | Web platform development software | yes | +| Microsoft Azure software | Development environment software | yes | +| Microsoft Excel | Spreadsheet software | yes | +| Microsoft Office software | Office suite software | yes | +| Microsoft PowerPoint | Presentation software | yes | +| Microsoft PowerShell | Development environment 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 Studio | Development environment software | yes | +| Microsoft Windows | Operating system software | yes | +| Microsoft Windows Server | Application server software | yes | +| Microsoft Word | Word processing software | yes | +| MongoDB | Data base management system software | yes | +| MySQL | Data base management system software | yes | +| Node.js | Web platform development software | yes | +| NoSQL | Data base management system software | yes | +| Oracle Database | Data base user interface and query software | yes | +| Oracle Java | Object or component oriented development software | yes | +| Oracle PL/SQL | Data base management system software | yes | +| Perl | Object or component oriented development software | yes | +| PHP | Web platform development software | yes | +| PostgreSQL | Object oriented data base management software | yes | +| Puppet | Configuration management software | yes | +| Python | Object or component oriented development software | yes | +| Red Hat Enterprise Linux | Operating system software | yes | +| Red Hat OpenShift | Application server software | yes | +| Ruby | Development environment software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| Scala | Object or component oriented development software | yes | +| Selenium | Program testing software | yes | +| Shell script | Operating system software | yes | +| Splunk Enterprise | Cloud-based management software | yes | +| Spring Boot | Application server software | yes | +| Spring Framework | Web platform development software | yes | +| Structured query language SQL | Data base user interface and query software | yes | +| Swift | Object or component oriented development 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 | +| Transact-SQL | Data base user interface and query software | yes | +| Trimble SketchUp Pro | Graphics or photo imaging software | yes | +| UNIX | Operating system software | yes | +| UNIX Shell | Operating system software | yes | +| Access management software | Access software | | +| Adobe ActionScript | Development environment software | | +| Advanced business application programming ABAP | Object or component oriented development software | | +| AirMagnet Enterprise | Network monitoring software | | +| Amazon Simple Storage Service S3 | Storage networking software | | +| Apache Ant | Development environment software | | +| Apache Groovy | Object or component oriented development software | | +| Apache HTTP Server | Portal server software | | +| Apache Pig | Data base management system software | | +| Apache Solr | Data base management system software | | +| Apache Struts | Web platform development software | | +| Application management software | Configuration management software | | +| Aruba Networks AirWave | Administration software | | +| Asset management administration software | Administration software | | +| Atlassian Bamboo | Enterprise application integration software | | +| Automated installation software | Configuration management software | | +| Blink | Instant messaging software | | +| BroadSoft BroadWorks | Desktop communications software | | +| CA eTrust | Transaction security and virus protection software | | +| Capacity planning software | Requirements analysis and system architecture software | | +| Cisco IOS | Operating system software | | +| Cisco Systems Cisco Web Cache Communication Protocol WCCP | Switch or router software | | +| Cisco Systems CiscoWorks | Administration software | | +| Cisco Systems CiscoWorks LAN Management Solution | Administration software | | +| Cisco Systems Gateway Load Balancing Protocol GLBP | Switch or router software | | +| Cisco Systems Hot Standby Router Protocol HSRP | Switch or router software | | +| Cisco Systems Wireless Control System WCS | Administration software | | +| Citrix cloud computing software | Access software | | +| Citrix XenApp | Application server software | | +| Common business oriented language COBOL | Development environment software | | +| Compaq Insight Manager | Network monitoring software | | +| Computer Associates ArcServ Backup | Backup or archival software | | +| Computer intrusion detection systems | Network security or virtual private network VPN management software | | +| Content filter software | Network security and virtual private network VPN equipment software | | +| Customer information control system CICS | Transaction server software | | +| Dassault Systemes CATIA | Computer aided design CAD software | | +| Diagramming software | Pattern design software | | +| Discrete event simulation software | Analytical or scientific software | | +| Domain name system DNS | Internet directory services software | | +| Drupal | Web platform development software | | +| Dynamic hypertext markup language DHTML | Web platform development software | | +| Dynatrace | Network monitoring software | | +| Element management software | Administration software | | +| Email management software | Communications server software | | +| EMC Smarts Network Protocol Manager | Network operating system enhancement software | | +| Encryption software | Transaction security and virus protection software | | +| Enhanced Interior Gateway Routing Protocol EIGRP | Switch or router software | | +| Enterprise JavaBeans | Web platform development software | | +| Ethereal | Network monitoring software | | +| Ext JS | Web platform development software | | +| Extensible hypertext markup language XHTML | Web platform development software | | +| Firewall software | Network security and virtual private network VPN equipment software | | +| Help desk software | Helpdesk or call center software | | +| Hewlett Packard HP-UX | Operating system software | | +| Hewlett Packard LoadRunner | Program testing software | | +| Human resource management software HRMS | Human resources software | | +| IBM AIX | Operating system software | | +| IBM Cognos Impromptu | Business intelligence and data analysis software | | +| IBM Domino | Communications server software | | +| IBM InfoSphere DataStage | Enterprise application integration software | | +| IBM Notes | Electronic mail software | | +| IBM Power Systems software | Enterprise system management software | | +| IBM WebSphere | Cloud-based management software | | +| Infoblox NetMRI | Network operating system enhancement software | | +| Infoblox security and networking software | Administration software | | +| Integrated development environment IDE software | Development environment software | | +| Intermediate System to Intermediate System IS-IS | Switch or router software | | +| Internet Protocol Security IPSEC | Network security or virtual private network VPN management software | | +| Intrusion prevention system IPS | Network security or virtual private network VPN management software | | +| Ipswitch WhatsUp Gold | Network monitoring software | | +| Job control language JCL | Operating system software | | +| KornShell | Operating system software | | +| LAMP Stack | Web platform development software | | +| Local area network LAN software | LAN software | | +| Logical partition LPAR software | Configuration management software | | +| LogRhythm | Network security or virtual private network VPN management software | | +| Lucent VitalSuite | Administration software | | +| McAfee | Transaction security and virus protection software | | +| McAfee VirusScan | Transaction security and virus protection software | | +| Micro Focus OpenView | Network monitoring software | | +| Microsoft ActiveX | Object or component oriented development software | | +| Microsoft ASP.NET Core MVC | Web platform development software | | +| Microsoft Dynamics | Enterprise resource planning ERP software | | +| Microsoft Exchange | Electronic mail software | | +| Microsoft Forefront Identify Manager | Authentication server software | | +| Microsoft Forefront Threat Management Gateway | Network security or virtual private network VPN management software | | +| Microsoft Visual Basic Scripting Edition VBScript | Development environment software | | +| MicroStrategy | Business intelligence and data analysis software | | +| Minitab | Analytical or scientific software | | +| Multiprotocol Label Switching MPLS | Internet protocol IP multimedia subsystem software | | +| Multi-router traffic grapher MRTG software | Network monitoring software | | +| Nagios | Network monitoring software | | +| National Instruments LabVIEW | Development environment software | | +| NetIQ | Administration software | | +| Netreo OmniCenter | Administration software | | +| NetScout InfinitiStream Console | Network monitoring software | | +| Network and application load and performance testing software | Network monitoring software | | +| Network and component performance analysis software | Network monitoring software | | +| Network and system vulnerability assessment software | Network security or virtual private network VPN management software | | +| Network architecture design software | Requirements analysis and system architecture software | | +| Network availability monitoring software | Network monitoring software | | +| Network bridge software | Bridge software | | +| Network documentation software | Administration software | | +| Network intrusion detection software | Network security and virtual private network VPN equipment software | | +| Network intrusion prevention systems NIPS | Network monitoring software | | +| Network modeling, mapping, and analysis software | Network monitoring software | | +| Network reporting software | Data base reporting software | | +| Network storage software | Storage networking software | | +| Network traffic flow monitoring and analysis software | Network monitoring software | | +| Network traffic probe software | Network monitoring software | | +| Network, server and operating system optimization software | Network operating system enhancement software | | +| NortonLifeLock cybersecurity software | Transaction security and virus protection software | | +| Online traffic calculator software | Network monitoring software | | +| Open Shortest Path First OSPF | Internet protocol IP multimedia subsystem software | | +| OPNET APMXpert | Network operating system enhancement software | | +| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software | | +| Oracle E-Business Suite Financials | Financial analysis software | | +| Oracle Fusion Applications | Enterprise resource planning ERP software | | +| Oracle Fusion Middleware | Enterprise application integration software | | +| Oracle Java Enterprise Edition EE | Development environment software | | +| Oracle JavaServer Pages JSP | Web platform development software | | +| Oracle JDBC | Data base user interface and query software | | +| Oracle Solaris | Operating system software | | +| Oracle WebLogic Server | Application server software | | +| Packet analysis software | Network monitoring software | | +| Packet filter software | Transaction security and virus protection software | | +| Packet tracing software | Network monitoring software | | +| Patch and update management software | Configuration management software | | +| Penetration testing software | Transaction security and virus protection software | | +| Perforce Helix software | Configuration management software | | +| Ping Identity | Transaction security and virus protection software | | +| Qlik Tech QlikView | Business intelligence and data analysis software | | +| Quest Erwin Data Modeler | Metadata management software | | +| Red Hat WildFly | Application server software | | +| Relational database management software | Data base management system software | | +| Remote access software | Access software | | +| Requirements management software | Requirements analysis and system architecture software | | +| Risk assessment software | Network security or virtual private network VPN management software | | +| Riverbed Technology | Administration software | | +| Root cause analysis software | Analytical or scientific software | | +| Ruby on Rails | Web platform development software | | +| Security incident management software | Network security or virtual private network VPN management software | | +| Segue SilkPerformer | Program testing software | | +| Session Initiation Protocol SIP | Internet protocol IP multimedia subsystem software | | +| Silver Peak | Network operating system enhancement software | | +| Simple mail transfer protocol SMTP | Operating system software | | +| Simple network management protocol SNMP software | Administration software | | +| Snort | Network monitoring software | | +| Software distribution software | Configuration management software | | +| SolarWinds | Cloud-based protection or security software | | +| Storage area network SAN software | Storage networking software | | +| Storage management software | Storage networking software | | +| Supervisory control and data acquisition SCADA software | Industrial control software | | +| Symantec Intruder Alert | Network monitoring software | | +| System and data disaster recovery software | Backup or archival software | | +| System testing software | Program testing software | | +| Systems and applications migration software | Development environment software | | +| Tcpdump | Network monitoring software | | +| Ticket information tracking software | Helpdesk or call center software | | +| Time reporting software | Time accounting software | | +| Transparent Interconnection of Lots of Links TRILL | Switch or router software | | +| Ubuntu | Operating system software | | +| Unified modeling language UML | Requirements analysis and system architecture software | | +| Verilog | Development environment software | | +| Veritas NetBackup | Backup or archival software | | +| Videoconferencing software | Video conferencing software | | +| Virtual local area network management software | Network security or virtual private network VPN management software | | +| Virtual private networking VPN software | Network security or virtual private network VPN management software | | +| Virtual Router Redundancy Protocol VRRP | Switch or router software | | +| Virus scanning software | Transaction security and virus protection software | | +| VMware | Clustering software | | +| Voice over internet protocol VoIP system software | Internet protocol IP multimedia subsystem software | | +| Web browser software | Internet browser software | | +| Websense Data Loss Prevention | Network security or virtual private network VPN management software | | +| Wide area network WAN optimization software | Network operating system enhancement software | | +| Wide area network WAN software | WAN switching software and firmware | | +| Wireshark | Network monitoring software | | + + + +## Market evidence (job-ad analysis, 9 ads, as of 2026-07-12) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Python — **22 %** +- MES — **11 %** +- MySQL — **11 %** +- Speech Analytics — **11 %** +- Xpress — **11 %** +- WFM software — **11 %** +- Tableau — **11 %** +- IntelliMagic Vision for z/OS — **11 %** +- IBM CP3000 — **11 %** +- IBM SMF — **11 %** +- Java — **11 %** +- Gurobi — **11 %** +- hardware asset management software — **11 %** +- enterprise resource planning (ERP) — **11 %** +- ERP — **11 %** +- CRM software — **11 %** +- Anaplan — **11 %** +- Aeolus — **11 %** +- C++ — **11 %** + +