commit 102bea4920d323dfe27cc55791e49a18481f32ac Author: skillfactor-pipeline Date: Fri Aug 14 19:09:58 2026 +0200 feat: data-centre-operator skill package v0.1.0 diff --git a/PROVENANCE.md b/PROVENANCE.md new file mode 100644 index 0000000..121312b --- /dev/null +++ b/PROVENANCE.md @@ -0,0 +1,31 @@ +# Data provenance — data-centre-operator + +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 — data-centre-operator + "ESCO (occupation & competences)" : 50 + "O*NET (tasks & tools)" : 297 + "Job boards (market evidence)" : 54 + "Anthropic official Claude skills" : 9 + "External AI skill packs (mapped)" : 128 +``` + +| Source | Items | Share | Files | +|---|---|---|---| +| ESCO (occupation & competences) | 50 | 9.3 % | references/profile.md, references/skills.md | +| O*NET (tasks & tools) | 297 | 55.2 % | references/tasks.md, references/tools.md | +| Job boards (market evidence) | 54 | 10.0 % | 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 | 1.7 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) | +| External AI skill packs (mapped) | 128 | 23.8 % | references/ai-skills.md (per-source attribution inside) | +| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) | + +Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) · +job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content +paraphrased with source URLs — never copied · external AI skills are +linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md). diff --git a/SKILL.md b/SKILL.md new file mode 100644 index 0000000..32be71c --- /dev/null +++ b/SKILL.md @@ -0,0 +1,52 @@ +--- +name: data-centre-operator +description: "Occupational skill for the role 'data centre operator' (also: data centre employee, data centre administrator, data center operator, data centre operators, data center administrator). Use when the user asks for typical data centre operator work such as: typical data centre operator responsibilities" +--- + +# Data Centre Operator + +Data centre operators maintain computer operations within the data centre. They manage daily activities within the centre to solve problems, maintain the system availability, and evaluate the system's performance. + +## 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) + +- administer ICT system +- analyse ICT system +- balance database resources +- database management systems +- develop contingency plans for emergencies +- keep up with the latest information systems solutions +- maintain database performance +- maintain database security +- maintain ICT server +- manage database +- migrate existing data +- monitor system performance +- query languages +- resource description framework query language + +## Hot technologies + +- Adobe Acrobat +- Adobe Creative Cloud software +- Adobe Illustrator +- Adobe InDesign +- Adobe Photoshop +- AJAX +- Amazon Redshift +- Amazon Web Services AWS software +- Ansible software +- Apache Cassandra + +--- +*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/9729c0f3-c9bc-482e-ac59-a82ec3b67ba3), O*NET 30.3 (15-1232.00, manual nearest match). See manifest.json for licensing/attribution.* diff --git a/manifest.json b/manifest.json new file mode 100644 index 0000000..41dac30 --- /dev/null +++ b/manifest.json @@ -0,0 +1,184 @@ +{ + "name": "data-centre-operator", + "title": "data centre operator", + "version": "0.1.0", + "layer": "core", + "language": "en", + "generated": "2026-07-07", + "ids": { + "esco_uri": "http://data.europa.eu/esco/occupation/9729c0f3-c9bc-482e-ac59-a82ec3b67ba3", + "esco_code": "3511.1", + "isco_group": "3511", + "onet_soc": "15-1232.00", + "crosswalk_match": "manual nearest via ISCO 3511 (Computer User Support Specialists)" + }, + "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": 14, + "skills_optional": 35, + "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 + }, + "mukul975/Anthropic-Cybersecurity-Skills": { + "repo": "https://github.com/mukul975/Anthropic-Cybersecurity-Skills", + "commit": "673da1f", + "license": "Apache-2.0", + "skills": 6 + }, + "davila7/claude-code-templates": { + "repo": "https://github.com/davila7/claude-code-templates", + "commit": "fa79251", + "license": "MIT", + "skills": 4 + }, + "microsoft/skills": { + "repo": "https://github.com/microsoft/skills", + "commit": "dc543aa", + "license": "MIT", + "skills": 4 + }, + "jeremylongshore/claude-code-plugins-plus-skills": { + "repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills", + "commit": "e112938a", + "license": "MIT", + "skills": 6 + }, + "secondsky/claude-skills": { + "repo": "https://github.com/secondsky/claude-skills", + "commit": "c4889f6", + "license": "MIT", + "skills": 1 + }, + "ruvnet/claude-code-flow": { + "repo": "https://github.com/ruvnet/claude-code-flow", + "commit": "73914bd", + "license": "MIT", + "skills": 1 + }, + "ruvnet/ruflo": { + "repo": "https://github.com/ruvnet/ruflo", + "commit": "73914bd", + "license": "MIT", + "skills": 1 + }, + "affaan-m/everything-claude-code": { + "repo": "https://github.com/affaan-m/everything-claude-code", + "commit": "ed38744", + "license": "MIT", + "skills": 2 + }, + "wondelai/skills": { + "repo": "https://github.com/wondelai/skills", + "commit": "326b380", + "license": "MIT", + "skills": 1 + }, + "a5c-ai/babysitter": { + "repo": "https://github.com/a5c-ai/babysitter", + "commit": "44a5d58b", + "license": "MIT", + "skills": 4 + }, + "jeffallan/claude-skills": { + "repo": "https://github.com/jeffallan/claude-skills", + "commit": "e8be415", + "license": "MIT", + "skills": 2 + }, + "itsmostafa/aws-agent-skills": { + "repo": "https://github.com/itsmostafa/aws-agent-skills", + "commit": "4ab904a", + "license": "MIT", + "skills": 1 + }, + "kubesphere/kubesphere": { + "repo": "https://github.com/kubesphere/kubesphere", + "commit": "f72c75a", + "license": "Apache-2.0", + "skills": 1 + }, + "Orchestra-Research/AI-research-SKILLs": { + "repo": "https://github.com/Orchestra-Research/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 2 + }, + "zechenzhangAGI/AI-research-SKILLs": { + "repo": "https://github.com/zechenzhangAGI/AI-research-SKILLs", + "commit": "773a529", + "license": "MIT", + "skills": 2 + } + }, + "total_skills": 80, + "tiers": { + "core": 50, + "adjacent": 30 + } + }, + "provenance": { + "items": { + "esco": 50, + "onet": 297, + "jobads": 54, + "wiki_ai": 0, + "anthropic": 9, + "ai_skills": 128, + "stackx": 0 + }, + "share_percent": { + "esco": 9.3, + "onet": 55.2, + "jobads": 10.0, + "wiki_ai": 0.0, + "anthropic": 1.7, + "ai_skills": 23.8, + "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..43b76f5 --- /dev/null +++ b/references/ai-skills.md @@ -0,0 +1,250 @@ +# External AI agent skills — data-centre-operator + +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` | adjacent | 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 | +|---|---|---|---| +| `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) | +| `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) | +| `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) | +| `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) | +| `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) | +| `writing-skills` | adjacent | Use when creating new skills, editing existing skills, or verifying skills work before deployment | [source](https://github.com/obra/superpowers/tree/main/skills/writing-skills) | +| `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) | +| `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) | +| `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) | +| `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) | + +## 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 | +|---|---|---|---| +| `application-performance-observability-engineer (agent)` | core | Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response workflows. Use PROACTIVELY for monitoring infrastructure, performance … | [source](https://github.com/wshobson/agents/tree/main/plugins/application-performance/agents/observability-engineer.md) | +| `auth-implementation-patterns` | core | Master authentication and authorization patterns including JWT, OAuth2, session management, and RBAC to build secure, scalable access control systems. Use when implementing auth systems, securing APIs, or debugging security issues. | [source](https://github.com/wshobson/agents/tree/main/plugins/developer-essentials/skills/auth-implementation-patterns) | +| `incident-runbook-templates` | core | Create structured incident response runbooks with step-by-step procedures, escalation paths, and recovery actions. Use this skill when building a service outage runbook for a payment processing system; creating database incident procedures … | [source](https://github.com/wshobson/agents/tree/main/plugins/incident-response/skills/incident-runbook-templates) | +| `async-python-patterns` | core | Master Python asyncio, concurrent programming, and async/await patterns for high-performance applications. Use when building async APIs, concurrent systems, or I/O-bound applications requiring non-blocking operations. | [source](https://github.com/wshobson/agents/tree/main/plugins/python-development/skills/async-python-patterns) | +| `multi-cloud-architecture` | core | Design multi-cloud architectures using a decision framework to select and integrate services across AWS, Azure, GCP, and OCI. Use when building multi-cloud systems, avoiding vendor lock-in, or leveraging best-of-breed services from … | [source](https://github.com/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/multi-cloud-architecture) | +| `python-resource-management` | core | Python resource management with context managers, cleanup patterns, and streaming. Use when managing connections, file handles, implementing cleanup logic, or building streaming responses with accumulated state. | [source](https://github.com/wshobson/agents/tree/main/plugins/python-development/skills/python-resource-management) | +| `mtls-configuration` | core | Configure mutual TLS (mTLS) for zero-trust service-to-service communication. Use when implementing zero-trust networking, certificate management, or securing internal service communication. | [source](https://github.com/wshobson/agents/tree/main/plugins/cloud-infrastructure/skills/mtls-configuration) | +| `python-configuration` | core | Python configuration management via environment variables and typed settings. Use when externalizing config, setting up pydantic-settings, managing secrets, or implementing environment-specific behavior. | [source](https://github.com/wshobson/agents/tree/main/plugins/python-development/skills/python-configuration) | +| `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) | +| `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) | +| `application-performance-performance-engineer (agent)` | core | Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry, distributed tracing, load testing, multi-tier caching, Core Web Vitals, and performance … | [source](https://github.com/wshobson/agents/tree/main/plugins/application-performance/agents/performance-engineer.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) | + +## 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 | +|---|---|---|---| +| `translation-management` | core | Integration with translation management systems and i18n workflows. Connect with Crowdin, Transifex, Weblate, manage translation memory, synchronize glossaries, and automate localization pipelines. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/technical-documentation/skills/translation-management) | +| `embedded-docs` | core | Embedded firmware documentation generation and maintenance using Doxygen and related tools. Expert skill for API documentation, hardware interface documentation, memory maps, and integration with documentation systems. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/embedded-systems/skills/embedded-docs) | +| `incident-platforms` | core | Incident management platform integration for PagerDuty, Opsgenie, and related tools | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/devops-sre-platform/skills/incident-platforms) | +| `node-operations` | core | Blockchain node deployment and operations. Supports Ethereum execution and consensus clients, validator operations, node monitoring, MEV-Boost configuration, and archive node management. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/cryptography-blockchain/skills/node-operations) | + +## 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 | +|---|---|---|---| +| `agentic-os` | core | Build persistent multi-agent operating systems on Claude Code. Covers kernel architecture, specialist agents, slash commands, file-based memory, scheduled automation, and state management without external databases. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/agentic-os) | +| `network-config-validation` | core | Pre-deployment checks for router and switch configuration, including dangerous commands, duplicate addresses, subnet overlaps, stale references, management-plane risk, and IOS-style security hygiene. | [source](https://github.com/affaan-m/everything-claude-code/tree/ed38744/skills/network-config-validation) | + +## 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 | +|---|---|---|---| +| `observability-engineer` | core | Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident response workflows. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/development/observability-engineer) | +| `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) | +| `pinecone` | core | Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and namespaces. Low latency (<100ms p95). Use for production RAG, recommendation systems, or … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/rag-pinecone) | +| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/ai-research/agents-langchain) | + +## Source: itsmostafa/aws-agent-skills + +- Repository: [https://github.com/itsmostafa/aws-agent-skills](https://github.com/itsmostafa/aws-agent-skills) (commit `4ab904a`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `cloudformation` | core | AWS CloudFormation infrastructure as code for stack management. Use when writing templates, deploying stacks, managing drift, troubleshooting deployments, or organizing infrastructure with nested stacks. | [source](https://github.com/itsmostafa/aws-agent-skills/tree/4ab904a/skills/cloudformation) | + +## Source: jeffallan/claude-skills + +- Repository: [https://github.com/jeffallan/claude-skills](https://github.com/jeffallan/claude-skills) (commit `e8be415`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `websocket-engineer` | core | Use when building real-time communication systems with WebSockets or Socket.IO. Invoke for bidirectional messaging, horizontal scaling with Redis, presence tracking, room management. | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/websocket-engineer) | +| `terraform-engineer` | core | Use when implementing infrastructure as code with Terraform across AWS, Azure, or GCP. Invoke for module development (create reusable modules, manage module versioning), state management (migrate backends, import existing resources, … | [source](https://github.com/jeffallan/claude-skills/tree/e8be415/skills/terraform-engineer) | + +## 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 | +|---|---|---|---| +| `generating-stored-procedures` | core | Use when you need to generate, validate, or deploy stored procedures for PostgreSQL, MySQL, or SQL Server. Creates database functions, triggers, and procedures with proper error handling and transaction management. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/database/stored-procedure-generator/skills/generating-stored-procedures) | +| `supabase-deploy-integration` | core | Deploy and manage Supabase projects in production. Covers database migrations, Edge Functions deployment, secrets management, zero-downtime rollouts, blue/green branching, rollback procedures, and post-deploy health checks. Use when … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/supabase-pack/skills/supabase-deploy-integration) | +| `notion-load-scale` | core | High-volume Notion operations: parallel requests within 3 req/sec, worker queues, database pagination at scale, incremental sync for large workspaces, and memory management for bulk operations. Trigger with phrases like "notion scale", … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/notion-pack/skills/notion-load-scale) | +| `collecting-infrastructure-metrics` | core | Collect comprehensive infrastructure performance metrics across compute, storage, network, containers, load balancers, and databases. Use when monitoring system performance or troubleshooting infrastructure issues. Trigger with phrases … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/performance/infrastructure-metrics-collector/skills/collecting-infrastructure-metrics) | +| `adobe-prod-checklist` | core | Execute Adobe production deployment checklist covering credential management, API health checks, rate limit configuration, and rollback procedures for Firefly Services, PDF Services, and I/O Events integrations. Trigger with phrases like … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/adobe-pack/skills/adobe-prod-checklist) | +| `clickhouse-observability` | core | Monitor ClickHouse with Prometheus metrics, Grafana dashboards, system table queries, and alerting for query performance, merge health, and resource usage. Use when setting up ClickHouse monitoring, building Grafana dashboards, or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/saas-packs/clickhouse-pack/skills/clickhouse-observability) | + +## Source: kubesphere/kubesphere + +- Repository: [https://github.com/kubesphere/kubesphere](https://github.com/kubesphere/kubesphere) (commit `f72c75a`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `kubesphere-devops-argocd` | core | Use when configuring ArgoCD in KubeSphere DevOps, including GitOps deployments, application management, SSO setup, or troubleshooting ArgoCD issues | [source](https://github.com/kubesphere/kubesphere/tree/f72c75a/skills/kubesphere-devops-argocd) | + +## Source: microsoft/skills + +- Repository: [https://github.com/microsoft/skills](https://github.com/microsoft/skills) (commit `dc543aa`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `azure-resource-manager-mysql-dotnet` | core | Azure MySQL Flexible Server SDK for .NET. Database management for MySQL Flexible Server deployments. Use for creating servers, databases, firewall rules, configurations, backups, and high availability. Triggers: "MySQL", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-dotnet/skills/azure-resource-manager-mysql-dotnet) | +| `azure-resource-manager-postgresql-dotnet` | core | Azure PostgreSQL Flexible Server SDK for .NET. Database management for PostgreSQL Flexible Server deployments. Use for creating servers, databases, firewall rules, configurations, backups, and high availability. Triggers: "PostgreSQL", … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-dotnet/skills/azure-resource-manager-postgresql-dotnet) | +| `azure-mgmt-apicenter-dotnet` | core | Azure API Center SDK for .NET. Centralized API inventory management with governance, versioning, and discovery. Use for creating API services, workspaces, APIs, versions, definitions, environments, deployments, and metadata schemas. … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/plugins/azure-sdk-dotnet/skills/azure-mgmt-apicenter-dotnet) | +| `kql` | core | KQL language expertise for writing correct, efficient Kusto Query Language queries. Covers syntax gotchas, join patterns, dynamic types, datetime pitfalls, regex patterns, serialization, memory management, result-size discipline, and … | [source](https://github.com/microsoft/skills/tree/dc543aa/.github/skills/kql) | + +## Source: mukul975/Anthropic-Cybersecurity-Skills + +- Repository: [https://github.com/mukul975/Anthropic-Cybersecurity-Skills](https://github.com/mukul975/Anthropic-Cybersecurity-Skills) (commit `673da1f`, retrieved 2026-07-14) +- License: Apache-2.0 + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `implementing-pam-for-database-access` | core | Deploy privileged access management for database systems including Oracle, SQL Server, PostgreSQL, and MySQL. Covers session proxy configuration, credential vaulting, query auditing, dynamic credentia | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-pam-for-database-access) | +| `performing-power-grid-cybersecurity-assessment` | core | This skill covers conducting cybersecurity assessments of electric power grid infrastructure including generation facilities, transmission substations, distribution systems, and energy management system (EMS) control centers. It addresses … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/performing-power-grid-cybersecurity-assessment) | +| `configuring-host-based-intrusion-detection` | core | Configures host-based intrusion detection systems (HIDS) to monitor endpoint file integrity, system calls, and configuration changes for security violations. Use when deploying OSSEC, Wazuh, or AIDE for endpoint monitoring, building file … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/configuring-host-based-intrusion-detection) | +| `implementing-delinea-secret-server-for-pam` | core | Implements Delinea Secret Server for privileged access management (PAM) including secret vault configuration, role-based access policies, automated password rotation, session recording, and integration with Active Directory and cloud … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-delinea-secret-server-for-pam) | +| `analyzing-memory-dumps-with-volatility` | core | Analyzes RAM memory dumps from compromised systems using the Volatility framework to identify malicious processes, injected code, network connections, loaded modules, and extracted credentials. Supports Windows, Linux, and macOS memory … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/analyzing-memory-dumps-with-volatility) | +| `implementing-security-monitoring-with-datadog` | core | Implements security monitoring using Datadog Cloud SIEM, Cloud Security Management (CSM), and Workload Protection to detect threats, enforce compliance, and respond to security events across cloud and hybrid infrastructure. Covers Agent … | [source](https://github.com/mukul975/Anthropic-Cybersecurity-Skills/tree/673da1f/skills/implementing-security-monitoring-with-datadog) | + +## Source: Orchestra-Research/AI-research-SKILLs + +- Repository: [https://github.com/Orchestra-Research/AI-research-SKILLs](https://github.com/Orchestra-Research/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pinecone` | core | Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and namespaces. Low latency (<100ms p95). Use for production RAG, recommendation systems, or … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/15-rag/pinecone) | +| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/Orchestra-Research/AI-research-SKILLs/tree/773a529/14-agents/langchain) | + +## Source: ruvnet/claude-code-flow + +- Repository: [https://github.com/ruvnet/claude-code-flow](https://github.com/ruvnet/claude-code-flow) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/claude-code-flow/tree/73914bd/.agents/skills/agentdb-memory-patterns) | + +## Source: ruvnet/ruflo + +- Repository: [https://github.com/ruvnet/ruflo](https://github.com/ruvnet/ruflo) (commit `73914bd`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `AgentDB Memory Patterns` | core | Implement persistent memory patterns for AI agents using AgentDB. Includes session memory, long-term storage, pattern learning, and context management. Use when building stateful agents, chat systems, or intelligent assistants. | [source](https://github.com/ruvnet/ruflo/tree/73914bd/.agents/skills/agentdb-memory-patterns) | + +## 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 | +|---|---|---|---| +| `websocket-implementation` | core | Implements real-time WebSocket communication with connection management, room-based messaging, and horizontal scaling. Use when building chat systems, live notifications, collaborative tools, or real-time dashboards. | [source](https://github.com/secondsky/claude-skills/tree/c4889f6/plugins/websocket-implementation/skills/websocket-implementation) | + +## Source: wondelai/skills + +- Repository: [https://github.com/wondelai/skills](https://github.com/wondelai/skills) (commit `326b380`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `system-design` | core | Design scalable distributed systems using structured approaches for load balancing, caching, database scaling, and message queues. Use when the user mentions "system design", "scale this", "high availability", "rate limiter", "design a URL … | [source](https://github.com/wondelai/skills/tree/326b380/system-design) | + +## Source: zechenzhangAGI/AI-research-SKILLs + +- Repository: [https://github.com/zechenzhangAGI/AI-research-SKILLs](https://github.com/zechenzhangAGI/AI-research-SKILLs) (commit `773a529`, retrieved 2026-07-14) +- License: MIT + +| Skill | Tier | What it adds | Upstream | +|---|---|---|---| +| `pinecone` | core | Managed vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and namespaces. Low latency (<100ms p95). Use for production RAG, recommendation systems, or … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/15-rag/pinecone) | +| `langchain` | core | Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for … | [source](https://github.com/zechenzhangAGI/AI-research-SKILLs/tree/773a529/14-agents/langchain) | + +## 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 | +|---|---|---|---| +| `rag-perf` | adjacent | Performance benchmarking for a deployed NVIDIA RAG Blueprint server: profiling pass + aiperf load test driven by a single YAML config. Not for accuracy / RAGAS scoring (use rag-eval) or for deploying / repairing services (use … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/rag-perf) | +| `cuopt-install` | adjacent | 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) | +| `mcore-run-on-slurm` | adjacent | How to launch distributed Megatron-LM training jobs on a SLURM cluster. Covers a minimal sbatch skeleton, environment-variable setup for torch.distributed.run, CUDA_DEVICE_MAX_CONNECTIONS rules across hardware and parallelism modes, … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/mcore-run-on-slurm) | +| `rag-blueprint` | adjacent | NVIDIA RAG Blueprint — deploy, configure, troubleshoot, and manage. Handles any RAG action: deploy, install, start, enable, disable, toggle, change, configure, troubleshoot, debug, fix, shutdown, stop, or tear down any RAG feature or … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/rag-blueprint) | +| `cuopt-server-api-python` | adjacent | cuOpt REST server — start server, endpoints, Python/curl client examples. Use when the user is deploying or calling the REST API. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/cuopt-server-api-python) | +| `tao-run-platform` | adjacent | TAO Execution SDK for submitting and monitoring GPU training jobs on supported platforms (Brev, SLURM, local Docker, Kubernetes). Use when the user wants to run TAO jobs through the SDK, get job tracking, S3 I/O wrapping, multi-node … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tao-run-platform) | +| `aiq-deploy` | adjacent | Use when asked to install, deploy, run, validate, troubleshoot, or stop NVIDIA AI-Q Blueprint infrastructure. | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/aiq-deploy) | +| `deepstream-sop` | adjacent | Use this skill when building, deploying, evaluating, debugging, or measuring latency for the DeepStream SOP Inference Microservice — a GPU-accelerated FastAPI service that detects whether operators perform assembly-line steps in order via … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/deepstream-sop) | +| `dynamo-recipe-runner` | adjacent | Select, validate, patch, and deploy existing NVIDIA Dynamo Kubernetes recipes. Use for model/backend/GPU/deployment-mode recipe bring-up; use router-starter for router-only mode work and troubleshoot for broken deployments. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/dynamo-recipe-runner) | +| `launch-nemo-rl` | adjacent | Playbook for launching, monitoring, stopping, and debugging NeMo-RL recipes on a Kubernetes cluster via the nrl-k8s CLI. Covers ephemeral vs long-lived RayCluster modes, iterating on runs, and debugging hung or failed training jobs. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/launch-nemo-rl) | +| `nemotron-retrieval-recipes` | adjacent | Use when planning, debugging, tuning, evaluating, exporting, or deploying public Nemotron `embed`/`rerank` retrieval recipes. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nemotron-retrieval-recipes) | +| `physical-ai-infrastructure-setup-and-resilient-scaling` | adjacent | Use when the user wants to set up, scale, validate, or harden NVIDIA physical AI infrastructure for synthetic data generation workflows across local MicroK8s or Azure AKS, including Kubernetes clusters, inference endpoint deployment, OSMO … | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/physical-ai-infrastructure-setup-and-resilient-scaling) | diff --git a/references/market.md b/references/market.md new file mode 100644 index 0000000..b2e2265 --- /dev/null +++ b/references/market.md @@ -0,0 +1,95 @@ +# Market evidence report — data-centre-operator + +Source: **23 real job ads** (JSearch API, countries: us 23), extracted into the MSSQL evidence store; as of 2026-07-11. +This report contains extracted, aggregated facts only — no ad text is +reproduced (copyright / platform terms). + +## Seniority distribution + +| Seniority | Ads | Share | +|---|---|---| +| mid | 21 | 91 % | +| junior | 2 | 9 % | + +## Tools — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | Microsoft Office | 4 | 17 % | +| 2 | ticketing systems | 3 | 13 % | + +## Hard skills — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | data center operations | 7 | 30 % | +| 2 | hardware installation | 5 | 22 % | +| 3 | structured cabling | 5 | 22 % | +| 4 | troubleshooting | 5 | 22 % | +| 5 | decommissioning | 4 | 17 % | +| 6 | change management | 3 | 13 % | +| 7 | hardware troubleshooting | 3 | 13 % | +| 8 | incident response | 3 | 13 % | +| 9 | preventative maintenance | 3 | 13 % | +| 10 | root cause analysis | 3 | 13 % | + +## Methods — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| + +## Responsibilities — full market ranking + +| # | Item | Ads | Share | +|---|---|---|---| +| 1 | hardware installation | 4 | 17 % | +| 2 | asset tracking | 3 | 13 % | +| 3 | incident response | 3 | 13 % | +| 4 | system operation | 3 | 13 % | + +## Regional breakdown + +> **Corpus note:** 23 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative. + +### US (us) + +**Insufficient evidence** — 23 ads (minimum for a regional ranking: 30). No ranking is reported for this region. + +### UK (gb) + +**Insufficient evidence** — 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 | +|---|---| +| 24x7 Data Centre Ops Engineer - Hands-on Hardware & Cabling | 1 | +| 3596 - Manager, IT Data Centre Operations | 1 | +| Computer Operator (Data Centre) | 1 | +| Data Center Engineer | 1 | +| Data Center Engineering Operations Technician - Northern Virginia | 1 | +| Data Center Facility Operator | 1 | +| Data Center Operations Technician | 1 | +| Data Center Operator | 1 | +| Data Center Technician | 1 | +| Data Center Technician - United States - Boston - On-site | 1 | +| Data Center Technician - United States - Elkridge - On-site | 1 | +| Data Center Technician - United States - Marlboro - On-site | 1 | +| Data Center Technician (Overnight Shift) | 1 | +| Data Center Technician (Second and Third Shift) | 1 | +| Data Center Technician L1 | 1 | +| Data Centre Operations Engineer (DCOPS) - Freehold NJ | 1 | +| Data Centre Shift Engineers | 1 | +| Data Centre Technician | 1 | +| Datacenter Tech Level 2 | 1 | +| Datacenter Technician | 1 | +| DCO Tech | 1 | +| Engineer IV - Critical Facilities (Data Center Operations) | 1 | +| Server Admin (Datacenter technician) | 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..c04c101 --- /dev/null +++ b/references/profile.md @@ -0,0 +1,21 @@ +# Occupation profile — data centre operator + +- **ESCO URI:** http://data.europa.eu/esco/occupation/9729c0f3-c9bc-482e-ac59-a82ec3b67ba3 +- **ESCO code:** 3511.1 +- **ISCO-08 group:** 3511 — Information and communications technology operations technicians + +## Description (ESCO) + +Data centre operators maintain computer operations within the data centre. They manage daily activities within the centre to solve problems, maintain the system availability, and evaluate the system's performance. + +## Definition + +nan + +## Alternative labels + +- data centre employee +- data centre administrator +- data center operator +- data centre operators +- data center administrator diff --git a/references/skills.md b/references/skills.md new file mode 100644 index 0000000..4f924dd --- /dev/null +++ b/references/skills.md @@ -0,0 +1,78 @@ +# Competences — data centre operator + +Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/9729c0f3-c9bc-482e-ac59-a82ec3b67ba3). + +## Essential + +- **administer ICT system** (skill/competence) +- **analyse ICT system** (skill/competence) +- **balance database resources** (skill/competence) +- **database management systems** (knowledge) +- **develop contingency plans for emergencies** (skill/competence) +- **keep up with the latest information systems solutions** (skill/competence) +- **maintain database performance** (skill/competence) +- **maintain database security** (skill/competence) +- **maintain ICT server** (skill/competence) +- **manage database** (skill/competence) +- **migrate existing data** (skill/competence) +- **monitor system performance** (skill/competence) +- **query languages** (knowledge) +- **resource description framework query language** (knowledge) + +## Optional + +- business ICT systems (knowledge) +- CA Datacom/DB (knowledge) +- control of expenses (skill/competence) +- create solutions to problems (skill/competence) +- data models (knowledge) +- data storage (knowledge) +- database development tools (knowledge) +- DB2 (knowledge) +- develop automated migration methods (skill/competence) +- Filemaker (database management systems) (knowledge) +- IBM Informix (knowledge) +- implement a firewall (skill/competence) +- implement a virtual private network (skill/competence) +- implement anti-virus software (skill/competence) +- information confidentiality (knowledge) +- integrate system components (skill/competence) +- LDAP (knowledge) +- LINQ (knowledge) +- MDX (knowledge) +- Microsoft Access (knowledge) +- MySQL (knowledge) +- N1QL (knowledge) +- ObjectStore (knowledge) +- OpenEdge Database (knowledge) +- PostgreSQL (knowledge) +- SPARQL (knowledge) +- SQL Server (knowledge) +- Teradata Database (knowledge) +- unstructured data (knowledge) +- use back-up and recovery tools (skill/competence) +- use databases (skill/competence) +- use different communication channels (skill/competence) +- use ICT ticketing system (skill/competence) +- World Wide Web Consortium standards (knowledge) +- XQuery (knowledge) + + + +## Market evidence (job-ad analysis, 23 ads, as of 2026-07-11) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Hard skills + +- data center operations — **30 %** +- hardware installation — **22 %** +- structured cabling — **22 %** +- troubleshooting — **22 %** +- decommissioning — **17 %** + +### Responsibilities + +- hardware installation — **17 %** + + diff --git a/references/tasks.md b/references/tasks.md new file mode 100644 index 0000000..2a68cc4 --- /dev/null +++ b/references/tasks.md @@ -0,0 +1,47 @@ +# Tasks & work activities — data centre operator + +Source: O*NET 30.3, occupation 15-1232.00 (Computer User Support Specialists) — manual nearest-occupation mapping via ISCO group 3511; the official ESCO crosswalk has no entry for this ESCO occupation. + +## Task statements + +- **[Core]** Answer user inquiries regarding computer software or hardware operation to resolve problems. +- **[Core]** Enter commands and observe system functioning to verify correct operations and detect errors. +- **[Core]** Install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications. +- **[Core]** Oversee the daily performance of computer systems. +- **[Core]** Set up equipment for employee use, performing or ensuring proper installation of cables, operating systems, or appropriate software. +- **[Core]** Maintain records of daily data communication transactions, problems and remedial actions taken, or installation activities. +- **[Core]** Read technical manuals, confer with users, or conduct computer diagnostics to investigate and resolve problems or to provide technical assistance and support. +- **[Core]** Confer with staff, users, and management to establish requirements for new systems or modifications. +- **[Core]** Develop training materials and procedures, or train users in the proper use of hardware or software. +- **[Core]** Refer major hardware or software problems or defective products to vendors or technicians for service. +- **[Core]** Prepare evaluations of software or hardware, and recommend improvements or upgrades. +- **[Core]** Read trade magazines and technical manuals, or attend conferences and seminars to maintain knowledge of hardware and software. +- **[Core]** Inspect equipment and read order sheets to prepare for delivery to users. +- **[Supplemental]** Modify and customize commercial programs for internal needs. +- **[Supplemental]** Conduct office automation feasibility studies, including workflow analysis, space design, or cost comparison analysis. +- **[Supplemental]** Hire, supervise, and direct workers engaged in special project work, problem-solving, monitoring, and installation of data communication equipment and software. + +## Detailed work activities + +- Collaborate with others to determine design specifications or details. +- Collaborate with others to resolve information technology issues. +- Conduct research to gain information about products or processes. +- Document operational activities. +- Evaluate utility of software or hardware technologies. +- Install computer hardware. +- Install computer software. +- Maintain computer hardware. +- Modify software programs to improve performance. +- Monitor computer system performance to ensure proper operation. +- Participate in staffing decisions. +- Provide recommendations to others about computer hardware. +- Provide technical support for software maintenance or use. +- Read documents to gather technical information. +- Recommend changes to improve computer or information systems. +- Resolve computer software problems. +- Supervise information technology personnel. +- Teach others to use computer equipment or hardware. +- Test computer hardware performance. +- Test software performance. +- Train others in computer interface or software use. +- Update knowledge about emerging industry or technology trends. diff --git a/references/tools.md b/references/tools.md new file mode 100644 index 0000000..e28b82b --- /dev/null +++ b/references/tools.md @@ -0,0 +1,276 @@ +# Tools & technology — data centre operator + +Source: O*NET 30.3, occupation 15-1232.00 (Computer User Support Specialists) — manual nearest-occupation mapping via ISCO group 3511; the official ESCO crosswalk has no entry for this ESCO occupation. + +| Software | Category | Hot technology | +|---|---|---| +| Adobe Acrobat | Document management software | yes | +| Adobe Creative Cloud software | Graphics or photo imaging software | yes | +| Adobe Illustrator | Graphics or photo imaging software | yes | +| Adobe InDesign | Desktop publishing software | yes | +| Adobe Photoshop | Graphics or photo imaging software | yes | +| AJAX | Web platform development software | yes | +| Amazon Redshift | Data base user interface and query software | yes | +| Amazon Web Services AWS software | Data base user interface and query software | yes | +| 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 Subversion SVN | File versioning software | yes | +| Apache Tomcat | Web platform development software | yes | +| Apple iOS | Operating system 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 | +| Bentley MicroStation | Computer aided design CAD 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 | +| Epic Systems | Medical software | yes | +| ESRI ArcGIS software | Geographic information system | yes | +| Extensible markup language XML | Enterprise application integration software | yes | +| Facebook | Web page creation and editing software | yes | +| Git | File versioning software | yes | +| GitHub | Application server software | yes | +| Google Android | Operating system software | yes | +| Google Angular | Web platform development software | yes | +| Google Docs | Word processing software | yes | +| Hibernate ORM | Object oriented data base management software | yes | +| Hypertext markup language HTML | Web platform development software | yes | +| JavaScript | Web platform development software | yes | +| JavaScript Object Notation JSON | Web platform development software | yes | +| jQuery | Object or component oriented development software | yes | +| JUnit | Program testing software | yes | +| Linux | Operating system software | yes | +| Marketo Marketing Automation | Sales and marketing software | yes | +| MEDITECH software | Medical 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 Outlook | Electronic mail 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 Integration Services SSIS | Enterprise application integration software | yes | +| Microsoft SQL Server Reporting Services SSRS | Data base reporting software | yes | +| Microsoft Teams | Project management software | yes | +| Microsoft Visio | Process mapping and design software | yes | +| Microsoft Visual Basic | Development environment software | yes | +| Microsoft Visual Basic for Applications VBA | Development environment software | yes | +| Microsoft Visual Studio | Development environment software | yes | +| Microsoft Windows | Operating system software | yes | +| Microsoft Windows Server | Operating system software | yes | +| Microsoft Word | Word processing software | yes | +| MongoDB | Data base management system software | yes | +| MySQL | Data base user interface and query 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 PeopleSoft | Enterprise resource planning ERP software | yes | +| Oracle PL/SQL | Data base management system software | yes | +| Oracle Primavera Enterprise Project Portfolio Management | Project management 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 | +| Ruby | Development environment software | yes | +| Salesforce software | Customer relationship management CRM software | yes | +| SAP software | Enterprise resource planning ERP software | yes | +| SAS | Analytical or scientific software | yes | +| ServiceNow | Data base user interface and query software | yes | +| Shell script | Operating system software | yes | +| Slack | Cloud-based data access and sharing 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 | +| Yardi software | Data base user interface and query software | yes | +| Zoom | Video conferencing software | yes | +| 3M Post-it App | Word processing software | | +| Active directory software | Internet directory services software | | +| Adobe ActionScript | Development environment software | | +| Adobe Distiller | Desktop publishing software | | +| Adobe Dreamweaver | Web page creation and editing software | | +| Advanced business application programming ABAP | Object or component oriented development 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 | | +| Apple Final Cut Pro | Video creation and editing software | | +| Atlassian Bamboo | Enterprise application integration software | | +| Automated installation software | Configuration management software | | +| Blackboard software | Data base user interface and query software | | +| Blink | Instant messaging software | | +| Call center software | Helpdesk or call center software | | +| Cisco IOS | Operating system software | | +| Citrix cloud computing software | Access software | | +| Common business oriented language COBOL | Development environment software | | +| CrossTec NetOp Remote Control | Desktop communications software | | +| Customer information control system CICS | Transaction server software | | +| Dartware InterMapper | Network monitoring software | | +| Dassault Systemes CATIA | Computer aided design CAD software | | +| Data entry software | Data base user interface and query software | | +| Database software | Data base user interface and query software | | +| Defect tracking software | Program testing software | | +| Delphi Technology | Financial analysis software | | +| Deployment software | Configuration management software | | +| Desktop partitioning software | Filesystem software | | +| Disaster recovery software | Backup or archival software | | +| Domain name system DNS | Internet directory services software | | +| Dropbox | Cloud-based data access and sharing software | | +| Drupal | Web platform development software | | +| Dynamic hypertext markup language DHTML | Web platform development software | | +| Element management software | Administration software | | +| Encryption software | Transaction security and virus protection software | | +| Enterprise JavaBeans | Web platform development software | | +| Event log monitor software | Operating system software | | +| Ext JS | Web platform development software | | +| Extensible hypertext markup language XHTML | Web platform development software | | +| FileMaker Pro | Data base user interface and query software | | +| Firewall software | Network security and virtual private network VPN equipment software | | +| Flipgrid | Video creation and editing software | | +| Fund accounting software | Accounting software | | +| Geographic information system GIS software | Geographic information system | | +| Google Classroom | Project management software | | +| Google Drive | Cloud-based data access and sharing software | | +| Google Meet | Video conferencing software | | +| Google Sites | Web page creation and editing 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 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 | | +| Information systems integration software | Information retrieval or search software | | +| Integrated development environment IDE software | Development environment software | | +| iPro | Data base user interface and query software | | +| Job control language JCL | Operating system software | | +| KornShell | Operating system software | | +| LAMP Stack | Web platform development software | | +| LexisNexis | Information retrieval or search software | | +| LogMeIn GoToMeeting | Video conferencing software | | +| LogMeIn GoToWebinar | Network conferencing software | | +| Lucid IQ CMP | Data base user interface and query software | | +| Mac HelpMate | Access software | | +| McAfee | Transaction security and virus protection software | | +| Media storage management software | Storage networking 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 Dynamics GP | Enterprise resource planning ERP software | | +| Microsoft Exchange | Electronic mail software | | +| Microsoft OneNote | Word processing software | | +| Microsoft Publisher | Desktop publishing software | | +| Microsoft Visual Basic Scripting Edition VBScript | Development environment software | | +| Microsoft Volume Shadow Copy Service | Backup or archival software | | +| Microsoft Windows Pre-installation Environment | Operating system software | | +| MicroStrategy | Business intelligence and data analysis software | | +| Migration software | Platform interconnectivity software | | +| Moodle | Computer based training software | | +| Nagios | Network monitoring software | | +| National Instruments LabVIEW | Development environment software | | +| Nearpod | Multi-media educational software | | +| NetSuite ERP | Enterprise resource planning ERP software | | +| Network directory services software | Internet directory services software | | +| NortonLifeLock cybersecurity software | Transaction security and virus protection software | | +| Objective C | Object or component oriented development software | | +| Operating system monitoring software | Operating system 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 Hyperion | Enterprise resource planning ERP software | | +| Oracle JavaServer Pages JSP | Web platform development software | | +| Oracle JD Edwards EnterpriseOne | Enterprise resource planning ERP software | | +| Oracle JDBC | Data base user interface and query software | | +| Oracle Solaris | Operating system software | | +| Oracle Taleo | Human resources software | | +| Oracle WebLogic Server | Application server software | | +| ParentSquare | Desktop communications software | | +| Password management software | Authentication server software | | +| Patch management software | Configuration management software | | +| Perforce Helix software | Configuration management software | | +| Personal computer diagnostic software | Program testing software | | +| Poll Everywhere | Presentation 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 control software | Desktop communications software | | +| Remote install server software | Network operation system software | | +| Ruby on Rails | Web platform development software | | +| Sage 50 Accounting | Accounting software | | +| Salesforce Visualforce | Graphical user interface development software | | +| SAP Business Objects | Enterprise resource planning ERP software | | +| SAP Crystal Reports | Data base reporting software | | +| Schoology | Computer based training software | | +| Seesaw | Multi-media educational software | | +| Skype | Desktop communications software | | +| SmugMug Flickr | Graphics or photo imaging software | | +| Software asset management SAM software | Data base user interface and query software | | +| SolarWinds | Cloud-based protection or security software | | +| Stac Software ReachOut | Desktop communications software | | +| StataCorp Stata | Analytical or scientific software | | +| Supervisory control and data acquisition SCADA software | Industrial control software | | +| Symantec LiveState | Backup or archival software | | +| Symantec Norton Utilities | Filesystem software | | +| Symantec pcAnywhere | Desktop communications software | | +| Tax software | Accounting software | | +| Ubuntu | Operating system software | | +| Unified modeling language UML | Requirements analysis and system architecture software | | +| Veritas NetBackup | Backup or archival software | | +| Virtual private networking VPN software | Network security or virtual private network VPN management 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 | | +| Wireshark | Network monitoring software | | +| YouTube | Video creation and editing software | | + + + +## Market evidence (job-ad analysis, 23 ads, as of 2026-07-11) + +Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs. + +### Tools + +- Microsoft Office — **17 %** + +