feat: ict-system-integration-consultant skill package v0.1.0

2026-08-14 17:29:50 +02:00
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--- a/PROVENANCE.md
+++ b/PROVENANCE.md
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+# Data provenance — ict-system-integration-consultant
+
+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-system-integration-consultant
+    "ESCO (occupation & competences)" : 52
+    "O*NET (tasks & tools)" : 326
+    "Job boards (market evidence)" : 56
+    "Anthropic official Claude skills" : 10
+    "External AI skill packs (mapped)" : 99
+```
+
+| Source | Items | Share | Files |
+|---|---|---|---|
+| ESCO (occupation & competences) | 52 | 9.6 % | references/profile.md, references/skills.md |
+| O*NET (tasks & tools) | 326 | 60.0 % | references/tasks.md, references/tools.md |
+| Job boards (market evidence) | 56 | 10.3 % | references/market.md (full report) + "Market evidence" headline sections |
+| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
+| Anthropic official Claude skills | 10 | 1.8 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
+| External AI skill packs (mapped) | 99 | 18.2 % | references/ai-skills.md (per-source attribution inside) |
+| Stack Exchange practitioner Q&A (CC-BY-SA) | 0 | 0.0 % | references/practitioner-qa.md (per-entry attribution inside) |
+
+Licensing: O*NET (USDOL/ETA, CC BY 4.0) · ESCO (© European Union) ·
+job-ad evidence via official APIs (JSearch/Adzuna) · Wikipedia content
+paraphrased with source URLs — never copied · external AI skills are
+linked, not copied (Apache-2.0/MIT/source-available, see ai-skills.md).
--- a/SKILL.md
+++ b/SKILL.md
@@ -0,0 +1,53 @@
+---
+name: ict-system-integration-consultant
+description: "Occupational skill for the role 'ICT system integration consultant' (also: network integration consultant, system integration consultants, systems integration consultant, application integration consultant, systems integration consultants). Use when the user asks for typical ICT system integration consultant work such as: typical ICT system integration consultant responsibilities"
+---
+
+# Ict System Integration Consultant
+
+ICT system integration consultants advise on bringing together different systems to interoperate within an organisation for enabling data sharing and reducing redundancy.
+
+## 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)
+
+- apply information security policies
+- attend to ICT systems quality
+- consult with business clients
+- define integration strategy
+- define technical requirements
+- digital systems
+- ensure proper document management
+- integrate ICT data
+- integrate system components
+- inter-organisational middleware system
+- keep up with the latest information systems solutions
+- manage changes in ICT system
+- monitor system performance
+- monitor technology trends
+- optimise choice of ICT solution
+
+## Hot technologies
+
+- Adobe Acrobat
+- Adobe Creative Cloud software
+- Adobe Photoshop
+- AJAX
+- Amazon DynamoDB
+- Amazon Elastic Compute Cloud EC2
+- Amazon Redshift
+- Amazon Web Services AWS CloudFormation
+- Amazon Web Services AWS software
+- Ansible software
+
+---
+*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/bd9d395a-d587-45c6-8d72-ceef226df9e1), O*NET 30.3 (15-1299.08, manual nearest match). See manifest.json for licensing/attribution.*
--- a/manifest.json
+++ b/manifest.json
@@ -0,0 +1,118 @@
+{
+  "name": "ict-system-integration-consultant",
+  "title": "ICT system integration consultant",
+  "version": "0.1.0",
+  "layer": "core",
+  "language": "en",
+  "generated": "2026-07-07",
+  "ids": {
+    "esco_uri": "http://data.europa.eu/esco/occupation/bd9d395a-d587-45c6-8d72-ceef226df9e1",
+    "esco_code": "2511.16",
+    "isco_group": "2511",
+    "onet_soc": "15-1299.08",
+    "crosswalk_match": "manual nearest via ISCO 2511 (Computer Systems Engineers/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": 20,
+    "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": 7
+      },
+      "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": 9
+      },
+      "google/skills": {
+        "repo": "https://github.com/google/skills",
+        "commit": "b15f327",
+        "license": "Apache-2.0",
+        "skills": 12
+      },
+      "phuryn/pm-skills": {
+        "repo": "https://github.com/phuryn/pm-skills",
+        "commit": "18468a9",
+        "license": "MIT",
+        "skills": 9
+      },
+      "czlonkowski/n8n-skills": {
+        "repo": "https://github.com/czlonkowski/n8n-skills",
+        "commit": "9ea3aa5",
+        "license": "MIT",
+        "skills": 12
+      }
+    },
+    "total_skills": 85,
+    "tiers": {
+      "core": 36,
+      "adjacent": 49
+    }
+  },
+  "provenance": {
+    "items": {
+      "esco": 52,
+      "onet": 326,
+      "jobads": 56,
+      "wiki_ai": 0,
+      "anthropic": 10,
+      "ai_skills": 99,
+      "stackx": 0
+    },
+    "share_percent": {
+      "esco": 9.6,
+      "onet": 60.0,
+      "jobads": 10.3,
+      "wiki_ai": 0.0,
+      "anthropic": 1.8,
+      "ai_skills": 18.2,
+      "stackx": 0.0
+    },
+    "method": "content items per source category"
+  },
+  "collar": "white",
+  "computer_work": true
+}
--- a/references/ai-skills.md
+++ b/references/ai-skills.md
@@ -0,0 +1,167 @@
+# External AI agent skills — ict-system-integration-consultant
+
+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 |
+|---|---|---|---|
+| `webapp-testing` | core | 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) |
+| `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) |
+| `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) |
+| `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) |
+| `pdf` | adjacent | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging multiple PDFs into one, splitting PDFs apart, rotating pages, adding watermarks, creating … | [source](https://github.com/anthropics/skills/tree/main/skills/pdf) |
+| `pptx` | adjacent | Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or presentations; reading, parsing, or extracting text from any .pptx or .potx file (even … | [source](https://github.com/anthropics/skills/tree/main/skills/pptx) |
+
+## 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 |
+|---|---|---|---|
+| `systematic-debugging` | core | Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes | [source](https://github.com/obra/superpowers/tree/main/skills/systematic-debugging) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `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) |
+| `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 |
+|---|---|---|---|
+| `full-stack-orchestration-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/full-stack-orchestration/agents/performance-engineer.md) |
+| `bats-testing-patterns` | core | Master Bash Automated Testing System (Bats) for comprehensive shell script testing. Use when writing tests for shell scripts, CI/CD pipelines, or requiring test-driven development of shell utilities. | [source](https://github.com/wshobson/agents/tree/main/plugins/shell-scripting/skills/bats-testing-patterns) |
+| `code-documentation-docs-architect (agent)` | core | Creates comprehensive technical documentation from existing codebases. Analyzes architecture, design patterns, and implementation details to produce long-form technical manuals and ebooks. Use PROACTIVELY for system documentation, … | [source](https://github.com/wshobson/agents/tree/main/plugins/code-documentation/agents/docs-architect.md) |
+| `codebase-cleanup-test-automator (agent)` | core | Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies with advanced CI/CD integration. Use PROACTIVELY for testing automation or quality … | [source](https://github.com/wshobson/agents/tree/main/plugins/codebase-cleanup/agents/test-automator.md) |
+| `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) |
+| `full-stack-orchestration-test-automator (agent)` | core | Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies with advanced CI/CD integration. Use PROACTIVELY for testing automation or quality … | [source](https://github.com/wshobson/agents/tree/main/plugins/full-stack-orchestration/agents/test-automator.md) |
+| `unit-testing-test-automator (agent)` | core | Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies with advanced CI/CD integration. Use PROACTIVELY for testing automation or quality … | [source](https://github.com/wshobson/agents/tree/main/plugins/unit-testing/agents/test-automator.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) |
+| `langchain-architecture` | core | Design LLM applications using LangChain 1.x and LangGraph for agents, memory, and tool integration. Use when building LangChain applications, implementing AI agents, or creating complex LLM workflows. | [source](https://github.com/wshobson/agents/tree/main/plugins/llm-application-dev/skills/langchain-architecture) |
+| `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) |
+| `error-debugging-error-detective (agent)` | core | Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use PROACTIVELY when debugging issues, analyzing logs, or investigating production errors. | [source](https://github.com/wshobson/agents/tree/main/plugins/error-debugging/agents/error-detective.md) |
+| `python-testing-patterns` | core | Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writing Python tests, setting up test suites, or implementing testing best practices. | [source](https://github.com/wshobson/agents/tree/main/plugins/python-development/skills/python-testing-patterns) |
+
+## Source: google/skills
+
+- Repository: [https://github.com/google/skills](https://github.com/google/skills) (commit `b15f327`, retrieved 2026-07-14)
+- License: Apache-2.0
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `bigtable-basics` | core | Assists in provisioning instances/tables, designing performant schemas, and querying data in Bigtable. Use when designing Bigtable row keys, configuring column families, writing SQL queries or client library code (Java, Go, Python) for … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/bigtable-basics) |
+| `agent-platform-alert-configuration` | adjacent | Configures best-practice alerting policies for Google Cloud Vertex AI / Agent Platform agents on Agent Runtime. Use when analyzing, writing, or deploying alerting policies to monitor agent latency, error rates, and quality metrics … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/agent-platform-alert-configuration) |
+| `agent-platform-eval-flywheel` | adjacent | Measures and improves the quality of AI models and agents on Google Cloud using the Eval Quality Flywheel methodology. Use when evaluating an agent or model, building an eval dataset, picking or writing evaluation metrics, analyzing … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/agent-platform-eval-flywheel) |
+| `bigquery-basics` | adjacent | Manages datasets, tables, and jobs in BigQuery. Use when you need to interact with BigQuery, run SQL queries, manage BigQuery resources (datasets, tables, views), or perform basic data ingestion and analysis. | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/bigquery-basics) |
+| `datalineage-bigquery-asset-impact-analysis` | adjacent | Analyzes the downstream impact (blast radius) when a BigQuery table or view is broken, stale, or modified. Identifies all downstream tables, dashboards, and processes that will be affected. Use when: - Performing a blast radius or impact … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/datalineage-bigquery-asset-impact-analysis) |
+| `google-analytics-admin-api-basics` | adjacent | Manages Google Analytics account and property settings, enables the Analytics Admin API via the Cloud CLI, lists accounts and properties, and manages data streams, custom dimensions, conversion events, and integrations. Use when you need … | [source](https://github.com/google/skills/tree/b15f327/skills/analytics/google-analytics-admin-api-basics) |
+| `google-analytics-data-api-basics` | adjacent | Manages Google Analytics reporting data, enables the Analytics Data API via the Cloud CLI, and creates reports using the Google Analytics Data API (v1beta). Use when you need to interact with Google Analytics properties, run customized … | [source](https://github.com/google/skills/tree/b15f327/skills/analytics/google-analytics-data-api-basics) |
+| `cloud-sql-basics` | adjacent | This file generates or explains Cloud SQL resources. Use this file when the user asks to create a Cloud SQL instance or database for MySQL, PostgreSQL, or SQL Server. Cloud SQL manages third-party MySQL, PostgreSQL, and SQL Server … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/cloud-sql-basics) |
+| `gke-observability` | adjacent | Configures GKE observability, including Cloud Logging, Cloud Monitoring, and managed Prometheus. Use when configuring GKE monitoring, setting up GKE logging, or configuring Prometheus metrics collection. Don't use to configure local … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/gke-observability) |
+| `google-cloud-networking-observability` | adjacent | Investigates Google Cloud networking issues by analyzing logs, metrics, and diagnostics. Use when investigating VPC Flow Logs (including cost estimation), NAT, firewall, or threat logs, querying latency and throughput metrics, or running … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/google-cloud-networking-observability) |
+| `alloydb-basics` | adjacent | Manages clusters, instances, and backups for AlloyDB for PostgreSQL, and integrates with AlloyDB model context protocol (MCP) tools for automated database operations. | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/alloydb-basics) |
+| `bigquery-ai-ml` | adjacent | Leverages BigQuery's built-in machine learning and GenAI capabilities for advanced data analytics. Use when you need to write SQL queries that perform time-series forecasting, detect outliers, find key drivers, or leverage generative AI … | [source](https://github.com/google/skills/tree/b15f327/skills/cloud/bigquery-ai-ml) |
+
+## 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-error-handling` | core | 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) |
+| `using-n8n-mcp-skills` | core | Use when building, editing, validating, testing, or debugging an n8n workflow through the n8n-mcp MCP server — designing a flow, configuring a node, writing an expression or Code node, wiring credentials, or fixing one that misbehaves. The … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/using-n8n-mcp-skills) |
+| `n8n-expression-syntax` | core | 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-code-javascript` | core | 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-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-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-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-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-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-code-python` | adjacent | 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` | adjacent | 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) |
+
+## 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 |
+|---|---|---|---|
+| `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) |
+| `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) |
+| `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) |
+| `nemo-mbridge-mlm-bridge-training` | core | Run Megatron-LM (MLM) and Megatron Bridge training with mock or real data. Covers correlation testing, available recipes, and multi-GPU examples. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nemo-mbridge-mlm-bridge-training) |
+| `nemo-rl-auto-research` | core | Autonomous NeMo-RL research agent workflow for directed hypothesis testing and open-ended discovery. Guides agents through the full experiment lifecycle: understanding recipes and environments, wiring RL or NeMo-gym runs, launching … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nemo-rl-auto-research) |
+| `tilegym-converting-cutile-to-triton` | core | Converts cuTile GPU kernels (@ct.kernel) to Triton (@triton.jit). Handles standard in-repo conversion, debugging (cudaErrorIllegalAddress, shape mismatch, numerical mismatch), and mapping cuTile idioms (ct.load/ct.store, ct.Constant, … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tilegym-converting-cutile-to-triton) |
+| `tilegym-cutile-autotuning` | core | Use when adding, modifying, optimizing, or debugging CuTile autotuning code. Trigger signals: `exhaustive_search` / `replace_hints` / `hints_fn` / `cuda.tile.tune` in code, `autotune` in filenames, or correctness/performance issues in … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/tilegym-cutile-autotuning) |
+| `vss-deploy-dense-captioning` | core | Use this skill when deploying standalone RT-VLM dense captioning or calling its REST API (uploads, captions, streams, chat-completions, Kafka). Not for VSS profile deploy or video-search ingestion. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-deploy-dense-captioning) |
+| `vss-setup-video-analytics-api` | core | Use to deploy the vss-video-analytics-api REST service standalone (config-source, data-log bind, Elasticsearch, optional Kafka). Not for full warehouse deploy. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-setup-video-analytics-api) |
+| `deepstream-sop` | core | 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) |
+| `launch-nemo-rl` | core | 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) |
+| `nemo-automodel-model-onboarding` | core | Guide for onboarding new model architectures into NeMo AutoModel, including architecture discovery, implementation patterns, registration, and validation. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nemo-automodel-model-onboarding) |
+
+## Source: phuryn/pm-skills
+
+- Repository: [https://github.com/phuryn/pm-skills](https://github.com/phuryn/pm-skills) (commit `18468a9`, retrieved 2026-07-14)
+- License: MIT
+
+| Skill | Tier | What it adds | Upstream |
+|---|---|---|---|
+| `lean-canvas` | core | Generate a Lean Canvas with problem, solution, metrics, cost structure, UVP, unfair advantage, channels, segments, and revenue. Use when exploring a lean startup canvas, testing a business hypothesis, or modeling a new venture. | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-product-strategy/skills/lean-canvas) |
+| `dummy-dataset` | core | Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script). Use when creating test data, building mock datasets, or generating sample data for development and … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-execution/skills/dummy-dataset) |
+| `ab-test-analysis` | core | Analyze A/B test results with statistical significance, sample size validation, confidence intervals, and ship/extend/stop recommendations. Use when evaluating experiment results, checking if a test reached significance, interpreting split … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-data-analytics/skills/ab-test-analysis) |
+| `metrics-dashboard` | adjacent | Define and design a product metrics dashboard with key metrics, data sources, visualization types, and alert thresholds. Use when creating a metrics dashboard, defining KPIs, setting up product analytics, or building a data monitoring plan. | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-product-discovery/skills/metrics-dashboard) |
+| `north-star-metric` | adjacent | Define a North Star Metric and 3-5 supporting input metrics that form a metrics constellation. Classify the business game (Attention, Transaction, Productivity) and validate against 7 criteria for an effective North Star. Use when choosing … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-marketing-growth/skills/north-star-metric) |
+| `cohort-analysis` | adjacent | Perform cohort analysis on user engagement data — retention curves, feature adoption trends, and segment-level insights. Use when analyzing user retention by cohort, studying feature adoption over time, investigating churn patterns, or … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-data-analytics/skills/cohort-analysis) |
+| `gtm-strategy` | adjacent | Create a go-to-market strategy covering marketing channels, messaging, success metrics, and launch timeline. Use when planning a product launch, creating a GTM plan from scratch, or defining a launch strategy for a new market. | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-go-to-market/skills/gtm-strategy) |
+| `product-strategy` | adjacent | Create a comprehensive product strategy using the 9-section Product Strategy Canvas — vision, segments, costs, value propositions, trade-offs, metrics, growth, capabilities, and defensibility. Use when building a product strategy, creating … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-product-strategy/skills/product-strategy) |
+| `sql-queries` | adjacent | Generate SQL queries from natural language descriptions. Supports BigQuery, PostgreSQL, MySQL, and other dialects. Reads database schemas from uploaded diagrams or documentation. Use when writing SQL, building data reports, exploring … | [source](https://github.com/phuryn/pm-skills/tree/18468a9/pm-data-analytics/skills/sql-queries) |
+
+## 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-api-overview` | core | 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-characters` | adjacent | Discover and use Venice public characters (persona-driven system prompts with a bound model). Covers GET /characters (search/filter/sort), /characters/{slug}, /characters/{slug}/reviews, the Character schema, and how to apply a character … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-characters) |
+| `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-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-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) |
+| `venice-embeddings` | adjacent | Call POST /embeddings on Venice. Covers request shape (input, model, encoding_format, dimensions, user), OpenAI compatibility, response compression (gzip/br), and practical usage for retrieval, clustering, and RAG. | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-embeddings) |
+| `venice-image-edit` | adjacent | Transform existing images with Venice. Covers POST /image/edit (prompt-driven single-image edit), /image/multi-edit (compose 1-3 images), /image/upscale (2-4x upscale + enhance), and /image/background-remove. Accepts base64, file upload, … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-image-edit) |
+| `venice-image-generate` | adjacent | Generate images with Venice. Covers POST /image/generate (Venice-native), POST /images/generations (OpenAI-compatible), GET /image/styles (style presets), request fields (prompt, dimensions, cfg_scale, seed, variants, style_preset, … | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-image-generate) |
--- a/references/market.md
+++ b/references/market.md
@@ -0,0 +1,102 @@
+# Market evidence report — ict-system-integration-consultant
+
+Source: **27 real job ads** (JSearch API, countries: us 27), extracted into the MSSQL evidence store; as of 2026-07-14.
+This report contains extracted, aggregated facts only — no ad text is
+reproduced (copyright / platform terms).
+
+## Seniority distribution
+
+| Seniority | Ads | Share |
+|---|---|---|
+| mid | 16 | 59 % |
+| senior | 9 | 33 % |
+| junior | 1 | 4 % |
+| lead | 1 | 4 % |
+
+## Tools — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | Core Connectors | 3 | 11 % |
+| 2 | Workday Studio | 3 | 11 % |
+
+## Hard skills — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | troubleshooting | 9 | 33 % |
+| 2 | system integration | 6 | 22 % |
+| 3 | data mapping | 4 | 15 % |
+| 4 | integration design | 4 | 15 % |
+| 5 | requirements gathering | 4 | 15 % |
+| 6 | data integration | 3 | 11 % |
+| 7 | data modeling | 3 | 11 % |
+| 8 | data validation | 3 | 11 % |
+| 9 | debugging | 3 | 11 % |
+| 10 | error handling | 3 | 11 % |
+| 11 | root cause analysis | 3 | 11 % |
+| 12 | solution design | 3 | 11 % |
+| 13 | system testing | 3 | 11 % |
+| 14 | technical documentation | 3 | 11 % |
+| 15 | testing | 3 | 11 % |
+
+## Methods — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+
+## Responsibilities — full market ranking
+
+| # | Item | Ads | Share |
+|---|---|---|---|
+| 1 | documentation creation | 4 | 15 % |
+| 2 | integration testing | 3 | 11 % |
+
+## Regional breakdown
+
+> **Corpus note:** 27 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** — 27 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 |
+|---|---|
+| Systems Integration Consultant | 2 |
+| Workday Integration Consultant | 2 |
+| Finance & Payroll Integration Consultant | 1 |
+| Guidewire Cloud Billing Integration Consultant | 1 |
+| Health Systems Integration Advisor | 1 |
+| Informatica IICS Data Integration Consultant | 1 |
+| Integration Consultant | 1 |
+| Integration Consultant - SOA DC | 1 |
+| Integration Consultant, Diagnostic Cardiology Solutions (Remote Based) | 1 |
+| IT - Lead Consultant | Cloud Integration and API Management | Hybrid Cloud Integration | 1 |
+| IT Consultant V - Medical Device & Clinical Systems Integration experience preferred | 1 |
+| IT Functional Consultant (SAP PPQM Custom Applications & Integration Specialist) | 1 |
+| Murex S4C Consultant/Murex Technical Integration Consultant | 1 |
+| Netcracker Consultant -Remote | 1 |
+| SAP PLMSI Product Lifecycle Management System Integration Consultant - 100% Remote 28 | 1 |
+| SAP S4HANA ProductionPP-PI & Integration Consultant | 1 |
+| Senior Data Integration Consultant | 1 |
+| Senior EHR Data Integration Consultant - Remote, US | 1 |
+| Senior Systems Integrator: Lead Cloud & SOA Integrations | 1 |
+| Sr. Systems Integrator (TS/SCI) | 1 |
+| System Integration Consultant | 1 |
+| System Integration Engineer - Project Senior Consultant Managed Services | 1 |
+| Windows Integration Consultant IIS Web Support Data Center-Harrisburg, PA | 1 |
+| Workday Integration Lead | 1 |
+| WorkForce Software (WFS) Integration Consultant | 1 |
+
+Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.
--- a/references/profile.md
+++ b/references/profile.md
@@ -0,0 +1,21 @@
+# Occupation profile — ICT system integration consultant
+
+- **ESCO URI:** http://data.europa.eu/esco/occupation/bd9d395a-d587-45c6-8d72-ceef226df9e1
+- **ESCO code:** 2511.16
+- **ISCO-08 group:** 2511 — Systems analysts
+
+## Description (ESCO)
+
+ICT system integration consultants advise on bringing together different systems to interoperate within an organisation for enabling data sharing and reducing redundancy.
+
+## Definition
+
+nan
+
+## Alternative labels
+
+- network integration consultant
+- system integration consultants
+- systems integration consultant
+- application integration consultant
+- systems integration consultants
--- a/references/skills.md
+++ b/references/skills.md
@@ -0,0 +1,73 @@
+# Competences — ICT system integration consultant
+
+Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/bd9d395a-d587-45c6-8d72-ceef226df9e1).
+
+## Essential
+
+- **apply information security policies** (skill/competence)
+- **attend to ICT systems quality** (skill/competence)
+- **consult with business clients** (skill/competence)
+- **define integration strategy** (skill/competence)
+- **define technical requirements** (skill/competence)
+- **digital systems** (knowledge)
+- **ensure proper document management** (skill/competence)
+- **integrate ICT data** (skill/competence)
+- **integrate system components** (skill/competence)
+- **inter-organisational middleware system** (knowledge)
+- **keep up with the latest information systems solutions** (skill/competence)
+- **manage changes in ICT system** (skill/competence)
+- **monitor system performance** (skill/competence)
+- **monitor technology trends** (skill/competence)
+- **optimise choice of ICT solution** (skill/competence)
+- **provide ICT consulting advice** (skill/competence)
+- **systems development life-cycle** (knowledge)
+- **use scripting programming** (skill/competence)
+- **verify formal ICT specifications** (skill/competence)
+- **web services** (knowledge)
+
+## Optional
+
+- Agile project management (knowledge)
+- build business relationships (skill/competence)
+- create project specifications (skill/competence)
+- educate on data confidentiality (skill/competence)
+- engineering processes (knowledge)
+- hardware components (knowledge)
+- hardware components suppliers (knowledge)
+- ICT performance analysis methods (knowledge)
+- ICT project management methodologies (knowledge)
+- ICT system integration (knowledge)
+- implement a firewall (skill/competence)
+- implement a virtual private network (skill/competence)
+- implement ICT security policies (skill/competence)
+- information architecture (knowledge)
+- lean project management (knowledge)
+- manage cloud data and storage (skill/competence)
+- manage ICT change request process (skill/competence)
+- model based system engineering (knowledge)
+- perform project management (skill/competence)
+- plan migration to cloud (skill/competence)
+- Process-based management (knowledge)
+- provide connected car solutions (skill/competence)
+- software components libraries (knowledge)
+- software components suppliers (knowledge)
+- system design (knowledge)
+- track key performance indicators (skill/competence)
+- trading software (knowledge)
+- use an application-specific interface (skill/competence)
+- use back-up and recovery tools (skill/competence)
+- use different communication channels (skill/competence)
+- write work-related reports (skill/competence)
+
+<!-- market-evidence -->
+
+## Market evidence (job-ad analysis, 27 ads, as of 2026-07-14)
+
+Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
+
+### Hard skills
+
+- troubleshooting — **33 %**
+- system integration — **22 %**
+
+<!-- market-evidence -->
--- a/references/tasks.md
+++ b/references/tasks.md
@@ -0,0 +1,67 @@
+# Tasks & work activities — ICT system integration consultant
+
+Source: O*NET 30.3, occupation 15-1299.08 (Computer Systems Engineers/Architects) — manual nearest-occupation mapping via ISCO group 2511; the official ESCO crosswalk has no entry for this ESCO occupation.
+
+## Task statements
+
+- **[Core]** Communicate with staff or clients to understand specific system requirements.
+- **[Core]** Provide advice on project costs, design concepts, or design changes.
+- **[Core]** Document design specifications, installation instructions, and other system-related information.
+- **[Core]** Verify stability, interoperability, portability, security, or scalability of system architecture.
+- **[Core]** Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.
+- **[Core]** Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.
+- **[Core]** Provide technical guidance or support for the development or troubleshooting of systems.
+- **[Core]** Identify system data, hardware, or software components required to meet user needs.
+- **[Core]** Provide customers or installation teams guidelines for implementing secure systems.
+- **[Core]** Monitor system operation to detect potential problems.
+- **[Core]** Direct the analysis, development, and operation of complete computer systems.
+- **[Core]** Investigate system component suitability for specified purposes, and make recommendations regarding component use.
+- **[Core]** Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.
+- **[Core]** Configure servers to meet functional specifications.
+- **[Core]** Develop or approve project plans, schedules, or budgets.
+- **[Core]** Define and analyze objectives, scope, issues, or organizational impact of information systems.
+- **[Core]** Develop system engineering, software engineering, system integration, or distributed system architectures.
+- **[Core]** Design and conduct hardware or software tests.
+- **[Core]** Establish functional or system standards to address operational requirements, quality requirements, and design constraints.
+- **[Core]** Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements.
+- **[Core]** Research, test, or verify proper functioning of software patches and fixes.
+- **[Core]** Communicate project information through presentations, technical reports, or white papers.
+- **[Core]** Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.
+- **[Core]** Direct the installation of operating systems, network or application software, or computer or network hardware.
+- **[Core]** Train system users in system operation or maintenance.
+- **[Core]** Perform security analyses of developed or packaged software components.
+- **[Supplemental]** Develop application-specific software.
+- **[Core]** Develop efficient and effective system controllers.
+
+## Detailed work activities
+
+- Analyze security of systems, network, or data.
+- Collaborate with others to determine design specifications or details.
+- 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 computer modeling or simulation programs.
+- Design integrated computer systems.
+- Design software applications.
+- Develop detailed project plans.
+- Develop guidelines for system implementation.
+- Develop models of information or communications systems.
+- Develop organizational goals or objectives.
+- Develop performance metrics or standards related to information technology.
+- Document technical specifications or requirements.
+- Evaluate utility of software or hardware technologies.
+- Identify information technology project resource requirements.
+- Install computer hardware.
+- Install computer software.
+- Maintain computer hardware.
+- Manage information technology projects or system activities.
+- Monitor computer system performance to ensure proper operation.
+- Prepare analytical reports.
+- Provide technical support for software maintenance or use.
+- Recommend changes to improve computer or information systems.
+- Test computer hardware performance.
+- Test computer system operations to ensure proper functioning.
+- Test software performance.
+- Train others in computer interface or software use.
--- a/references/tools.md
+++ b/references/tools.md
@@ -0,0 +1,273 @@
+# Tools & technology — ICT system integration consultant
+
+Source: O*NET 30.3, occupation 15-1299.08 (Computer Systems Engineers/Architects) — manual nearest-occupation mapping via ISCO group 2511; 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 Photoshop | Graphics or photo imaging 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 Airflow | Procedure management 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 Bitbucket | Application server 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 |
+| 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 |
+| Epic Systems | Medical 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 |
+| GitLab | Application server software | yes |
+| Go | Development environment software | yes |
+| Google Analytics | Data mining software | yes |
+| Google Angular | Web platform development software | yes |
+| Grafana Labs Grafana Cloud | Graphical user interface development software | yes |
+| GraphQL | Data base user interface and query software | yes |
+| Hibernate ORM | Object oriented data base management software | yes |
+| Hypertext markup language HTML | Web platform development software | yes |
+| IBM DB2 | Data base user interface and query software | yes |
+| IBM SPSS Statistics | Analytical or scientific 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 |
+| Jenkins CI | Enterprise application integration software | yes |
+| jQuery | Object or component oriented development software | yes |
+| JUnit | Program testing software | yes |
+| Kubernetes | Application server 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 Power Platform software | Enterprise application integration 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 |
+| 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 Cloud software | Cloud-based management software | yes |
+| Oracle Database | Data base user interface and query software | yes |
+| Oracle Java | Object or component oriented development software | yes |
+| Oracle Java 2 Platform Enterprise Edition J2EE | Development environment 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 |
+| Prometheus | Data base user interface and query software | yes |
+| Puppet | Configuration management software | yes |
+| Python | Object or component oriented development software | yes |
+| R | Object or component oriented development software | yes |
+| React | Web platform development software | yes |
+| Red Hat Enterprise Linux | Operating system software | yes |
+| Red Hat OpenShift | Application server software | yes |
+| Redis | Data base management 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 |
+| Scala | Object or component oriented development software | yes |
+| Selenium | Program testing 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 |
+| TypeScript | Object or component oriented development software | yes |
+| UNIX | Operating system software | yes |
+| UNIX Shell | Operating system software | yes |
+| 3M Post-it App | Word processing software |  |
+| Adobe ActionScript | Development environment software |  |
+| Adobe AIR | Development environment software |  |
+| Adobe Dreamweaver | Web page creation and editing software |  |
+| Adobe Flex | Web platform development software |  |
+| Adobe FrameMaker | Desktop publishing software |  |
+| Advanced business application programming ABAP | Object or component oriented development software |  |
+| Altia Design | Graphical user interface development software |  |
+| Amazon Simple Storage Service S3 | Storage networking software |  |
+| Aonix Software Through Pictures | Development environment software |  |
+| Apache Ant | Development environment software |  |
+| Apache Groovy | Web platform 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 |  |
+| Backbone.js | Web platform development software |  |
+| Basecamp | Project management software |  |
+| BEA Tuxedo | Transaction server software |  |
+| Blink | Instant messaging software |  |
+| Borland VisiBroker | Development environment software |  |
+| BroadVision software | Web platform development software |  |
+| Cisco IOS | Operating system software |  |
+| Citrix cloud computing software | Access software |  |
+| Clarity Systems IBM Clarity | Enterprise resource planning ERP software |  |
+| Common business oriented language COBOL | Development environment software |  |
+| Computer aided design and drafting CADD software | Computer aided design CAD software |  |
+| Customer information control system CICS | Transaction server software |  |
+| Dassault Systemes CATIA | Computer aided design CAD software |  |
+| DBTools Software DBManager Professional | Data base management system software |  |
+| Delphi Technology | Financial analysis software |  |
+| Dropbox | Cloud-based data access and sharing software |  |
+| Drupal | Web platform development software |  |
+| Dynamic hypertext markup language DHTML | Web platform development software |  |
+| Eko | Desktop communications software |  |
+| Enterprise JavaBeans | Web platform development 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 |  |
+| Formula translation/translator FORTRAN | Development environment software |  |
+| Geographic information system GIS software | Geographic information system |  |
+| Google Ads | Sales and marketing software |  |
+| Google Cloud software | Cloud-based management software |  |
+| Grails | Web platform development 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 ILOG | Object or component oriented development software |  |
+| IBM InfoSphere DataStage | Enterprise application integration software |  |
+| IBM Infosphere Information Server | Data base management system software |  |
+| IBM Lotus SameTime | Network conferencing software |  |
+| IBM Notes | Electronic mail software |  |
+| IBM Power Systems software | Enterprise system management software |  |
+| IBM Rational Application Developer | Development environment software |  |
+| IBM Rational Build Forge | Configuration management software |  |
+| IBM Rational ClearCase | Configuration management software |  |
+| IBM Rational Rose XDE | Development environment software |  |
+| IBM WebSphere | Cloud-based management software |  |
+| InScribe | Computer based training software |  |
+| Integrated development environment IDE software | Development environment software |  |
+| Intrusion detection system IDS | Network security or virtual private network VPN management software |  |
+| IONA Orbix | Development environment software |  |
+| Job control language JCL | Operating system software |  |
+| Jupyter Notebook | Object or component oriented development software |  |
+| KornShell | Operating system software |  |
+| LAMP Stack | Web platform development software |  |
+| LexisNexis | Information retrieval or search software |  |
+| Local area network LAN software | LAN software |  |
+| Magellan Firmware | Operating system software |  |
+| McAfee | Transaction security and virus protection software |  |
+| Microservices Architecture | Application server 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 Internet Information Services (IIS) | Transaction server software |  |
+| Microsoft Visual Basic Scripting Edition VBScript | Development environment software |  |
+| MicroStrategy | Business intelligence and data analysis software |  |
+| Minitab | Analytical or scientific software |  |
+| Nagios | Network monitoring software |  |
+| National Instruments LabVIEW | Development environment software |  |
+| NetSuite ERP | Enterprise resource planning ERP software |  |
+| Network intrusion prevention systems NIPS | Network monitoring software |  |
+| NortonLifeLock cybersecurity software | Transaction security and virus protection software |  |
+| Objective C | Object or component oriented development software |  |
+| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software |  |
+| Oracle E-Business Suite Financials | Financial analysis software |  |
+| Oracle Eloqua | Customer relationship management CRM 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 |  |
+| Perforce Helix software | Configuration management software |  |
+| PTC Creo Parametric | Computer aided design CAD 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 |  |
+| Ruby on Rails | Web platform development software |  |
+| Salesforce Visualforce | Graphical user interface development software |  |
+| SAP Business Objects | Enterprise resource planning ERP software |  |
+| SAP Crystal Reports | Data base reporting software |  |
+| Skype | Desktop communications software |  |
+| Smalltalk | Object or component oriented development software |  |
+| Snort | Network monitoring software |  |
+| Software as a service SaaS | Cloud-based data access and sharing software |  |
+| StataCorp Stata | Analytical or scientific software |  |
+| Storage area network SAN software | Storage networking software |  |
+| Supervisory control and data acquisition SCADA software | Industrial control software |  |
+| Symark PowerBroker | Access software |  |
+| ToadSoft Toad | Development environment 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 |  |
+| Virtual private networking VPN software | Network security or virtual private network VPN management software |  |
+| VMware | Clustering software |  |
+| VMWare ESX Server | Application server software |  |
+| Voice over internet protocol VoIP system software | Internet protocol IP multimedia subsystem software |  |
+| Web browser software | Internet browser software |  |
+| Wide area network WAN software | WAN switching software and firmware |  |
+| Wireshark | Network monitoring software |  |
+| xQuery | Data base user interface and query software |  |