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feat: data-quality-specialist skill package v0.1.0

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# Data provenance — data-quality-specialist
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-quality-specialist
"ESCO (occupation & competences)" : 41
"O*NET (tasks & tools)" : 486
"Job boards (market evidence)" : 57
"Anthropic official Claude skills" : 9
"External AI skill packs (mapped)" : 107
```
| Source | Items | Share | Files |
|---|---|---|---|
| ESCO (occupation & competences) | 41 | 5.9 % | references/profile.md, references/skills.md |
| O*NET (tasks & tools) | 486 | 69.4 % | references/tasks.md, references/tools.md |
| Job boards (market evidence) | 57 | 8.1 % | references/market.md (full report) + "Market evidence" headline sections |
| Wikipedia & AI expert curation | 0 | 0.0 % | glossary, literature, usecases, intake, quality, evals/ |
| Anthropic official Claude skills | 9 | 1.3 % | references/ai-skills.md, section "anthropics/skills" (official Claude Code skills) |
| External AI skill packs (mapped) | 107 | 15.3 % | 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).

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---
name: data-quality-specialist
description: "Occupational skill for the role 'data quality specialist' (also: data integrity officer, data integrity specialist, data quality officer, data quality expert, data quality specialists). Use when the user asks for typical data quality specialist work such as: typical data quality specialist responsibilities"
---
# Data Quality Specialist
Data quality specialists review organisation's data for accuracy, recommend enhancements to record systems and data acquisition processes and assess referential and historical integrity of data. They also develop documents and maintain data quality goals and standards and oversee an organisation's data privacy policy and monitor compliance of data flows against data quality standards.
## 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)
- address problems critically
- data ethics
- database
- define data quality criteria
- design database scheme
- establish data processes
- handle data samples
- implement data quality processes
- information structure
- manage data
- manage database
- manage standards for data exchange
- normalise data
- perform data cleansing
- process data
## Hot technologies
- Adobe Acrobat
- Adobe After Effects
- Adobe Creative Cloud software
- Adobe Illustrator
- Adobe InDesign
- Adobe Photoshop
- AJAX
- Amazon DynamoDB
- Amazon Elastic Compute Cloud EC2
- Amazon Redshift
---
*Sources: ESCO v1.2.1 (http://data.europa.eu/esco/occupation/7086d0ca-1e77-4690-89c9-7ed1a0478fa3), O*NET 30.3 (15-1253.00, manual nearest match). See manifest.json for licensing/attribution.*

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{
"name": "data-quality-specialist",
"title": "data quality specialist",
"version": "0.1.0",
"layer": "core",
"language": "en",
"generated": "2026-07-07",
"ids": {
"esco_uri": "http://data.europa.eu/esco/occupation/7086d0ca-1e77-4690-89c9-7ed1a0478fa3",
"esco_code": "2519.1",
"isco_group": "2519",
"onet_soc": "15-1253.00",
"crosswalk_match": "manual nearest via ISCO 2519 (Software Quality Assurance Analysts and Testers)"
},
"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": 20,
"software": 0
},
"enrichment_ai_skills": {
"generated": "2026-07-14",
"method": "deterministic mapping (ISCO prefix + title/competence keywords)",
"sources": {
"anthropics/skills": {
"repo": "https://github.com/anthropics/skills",
"commit": "f6656c1",
"license": "Apache-2.0; the document skills (docx/pdf/pptx/xlsx) are source-available \u2014 see the LICENSE.txt in the upstream skill folder",
"skills": 6
},
"obra/superpowers": {
"repo": "https://github.com/obra/superpowers",
"commit": "d884ae0",
"license": "MIT (c) Jesse Vincent",
"skills": 12
},
"wshobson/agents": {
"repo": "https://github.com/wshobson/agents",
"commit": "6fd3247",
"license": "MIT (c) Seth Hobson",
"skills": 12
},
"NVIDIA/skills": {
"repo": "https://github.com/NVIDIA/skills",
"commit": "153b14b",
"license": "CC-BY-4.0 (skills/docs), Apache-2.0 (code)",
"skills": 12
},
"veniceai/skills": {
"repo": "https://github.com/veniceai/skills",
"commit": "de089fa",
"license": "MIT",
"skills": 5
},
"LambdaTest/agent-skills": {
"repo": "https://github.com/LambdaTest/agent-skills",
"commit": "54824d6",
"license": "MIT",
"skills": 12
},
"cypress-io/ai-toolkit": {
"repo": "https://github.com/cypress-io/ai-toolkit",
"commit": "9c9038e",
"license": "MIT",
"skills": 3
},
"czlonkowski/n8n-skills": {
"repo": "https://github.com/czlonkowski/n8n-skills",
"commit": "9ea3aa5",
"license": "MIT",
"skills": 12
},
"alirezarezvani/claude-skills": {
"repo": "https://github.com/alirezarezvani/claude-skills",
"commit": "0241f43",
"license": "MIT",
"skills": 1
},
"davila7/claude-code-templates": {
"repo": "https://github.com/davila7/claude-code-templates",
"commit": "fa79251",
"license": "MIT",
"skills": 1
},
"a5c-ai/babysitter": {
"repo": "https://github.com/a5c-ai/babysitter",
"commit": "44a5d58b",
"license": "MIT",
"skills": 1
},
"jeremylongshore/claude-code-plugins-plus-skills": {
"repo": "https://github.com/jeremylongshore/claude-code-plugins-plus-skills",
"commit": "e112938a",
"license": "MIT",
"skills": 3
}
},
"total_skills": 80,
"tiers": {
"core": 30,
"adjacent": 50
}
},
"provenance": {
"items": {
"esco": 41,
"onet": 486,
"jobads": 57,
"wiki_ai": 0,
"anthropic": 9,
"ai_skills": 107,
"stackx": 0
},
"share_percent": {
"esco": 5.9,
"onet": 69.4,
"jobads": 8.1,
"wiki_ai": 0.0,
"anthropic": 1.3,
"ai_skills": 15.3,
"stackx": 0.0
},
"method": "content items per source category"
},
"collar": "white",
"computer_work": true
}

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# External AI agent skills — data-quality-specialist
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) |
| `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) |
| `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) |
| `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) |
| `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) |
## 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` | core | 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) |
| `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) |
| `dispatching-parallel-agents` | adjacent | Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies | [source](https://github.com/obra/superpowers/tree/main/skills/dispatching-parallel-agents) |
| `finishing-a-development-branch` | adjacent | Use when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by presenting structured options for merge, PR, or cleanup | [source](https://github.com/obra/superpowers/tree/main/skills/finishing-a-development-branch) |
| `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) |
| `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) |
| `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) |
| `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) |
## 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 |
|---|---|---|---|
| `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) |
| `dependency-management-legacy-modernizer (agent)` | core | Refactor legacy codebases, migrate outdated frameworks, and implement gradual modernization. Handles technical debt, dependency updates, and backward compatibility. Use PROACTIVELY for legacy system updates, framework migrations, or … | [source](https://github.com/wshobson/agents/tree/main/plugins/dependency-management/agents/legacy-modernizer.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) |
| `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) |
| `shellcheck-configuration` | core | Master ShellCheck static analysis configuration and usage for shell script quality. Use when setting up linting infrastructure, fixing code issues, or ensuring script portability. | [source](https://github.com/wshobson/agents/tree/main/plugins/shell-scripting/skills/shellcheck-configuration) |
| `monorepo-management` | core | Master monorepo management with Turborepo, Nx, and pnpm workspaces to build efficient, scalable multi-package repositories with optimized builds and dependency management. Use when setting up monorepos, optimizing builds, or managing … | [source](https://github.com/wshobson/agents/tree/main/plugins/developer-essentials/skills/monorepo-management) |
| `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) |
| `uv-package-manager` | core | Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv. | [source](https://github.com/wshobson/agents/tree/main/plugins/python-development/skills/uv-package-manager) |
| `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) |
| `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) |
| `code-documentation-code-reviewer (agent)` | core | Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with … | [source](https://github.com/wshobson/agents/tree/main/plugins/code-documentation/agents/code-reviewer.md) |
| `git-pr-workflows-code-reviewer (agent)` | core | Elite code review expert specializing in modern AI-powered code analysis, security vulnerabilities, performance optimization, and production reliability. Masters static analysis tools, security scanning, and configuration review with … | [source](https://github.com/wshobson/agents/tree/main/plugins/git-pr-workflows/agents/code-reviewer.md) |
## Source: cypress-io/ai-toolkit
- Repository: [https://github.com/cypress-io/ai-toolkit](https://github.com/cypress-io/ai-toolkit) (commit `9c9038e`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `cypress-docs` | adjacent | Search and extract Cypress information from official documentation (docs.cypress.io, cypress.io); prefer LLM markdown under /llm/* and refuse unverified API or behavior claims. | [source](https://github.com/cypress-io/ai-toolkit/tree/9c9038e/skills/cypress-docs) |
| `cypress-explain` | adjacent | Explains Cypress tests (E2E and component tests), and answers questions about Cypress use and behavior. Use when the user asks to explain how a test works, explain how Cypress works, review or critique a test without writing code. Apply … | [source](https://github.com/cypress-io/ai-toolkit/tree/9c9038e/skills/cypress-explain) |
| `cypress-author` | adjacent | Creates, updates, and fixes Cypress tests (E2E/end-to-end and component tests). Use when the user asks to create tests, add tests, write tests, update tests, test this file/component, new spec, or fix a failing or flaky test. Apply even … | [source](https://github.com/cypress-io/ai-toolkit/tree/9c9038e/skills/cypress-author) |
## 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 |
|---|---|---|---|
| `test-data-generation` | core | Synthetic test data generation and management using Faker.js and similar tools. Generate realistic test data, create data factories, implement database seeding, and manage test data anonymization. | [source](https://github.com/a5c-ai/babysitter/tree/44a5d58b/library/specializations/qa-testing-automation/skills/test-data-generation) |
## Source: alirezarezvani/claude-skills
- Repository: [https://github.com/alirezarezvani/claude-skills](https://github.com/alirezarezvani/claude-skills) (commit `0241f43`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `quality-documentation-manager` | core | Document control system management for medical device QMS. Covers document numbering, version control, change management, and 21 CFR Part 11 compliance. Use when working on document control procedures, change control workflows, document … | [source](https://github.com/alirezarezvani/claude-skills/tree/0241f43/ra-qm-team/skills/quality-documentation-manager) |
## Source: davila7/claude-code-templates
- Repository: [https://github.com/davila7/claude-code-templates](https://github.com/davila7/claude-code-templates) (commit `fa79251`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `postgresql-optimization` | core | PostgreSQL database optimization workflow for query tuning, indexing strategies, performance analysis, and production database management. | [source](https://github.com/davila7/claude-code-templates/tree/fa79251/cli-tool/components/skills/database/postgresql-optimization) |
## Source: 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 |
|---|---|---|---|
| `managing-database-migrations` | core | Process use when you need to work with database migrations. This skill provides schema migration management with comprehensive guidance and automation. Trigger with phrases like "create migration", "run migrations", or "manage schema … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/database/database-migration-manager/skills/managing-database-migrations) |
| `managing-database-recovery` | core | Process use when you need to work with database operations. This skill provides database management and optimization with comprehensive guidance and automation. Trigger with phrases like "manage database", "optimize database", or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/database/database-recovery-manager/skills/managing-database-recovery) |
| `optimizing-database-connection-pooling` | core | Process use when you need to work with connection management. This skill provides connection pooling and management with comprehensive guidance and automation. Trigger with phrases like "manage connections", "configure pooling", or … | [source](https://github.com/jeremylongshore/claude-code-plugins-plus-skills/tree/e112938a/plugins/database/database-connection-pooler/skills/optimizing-database-connection-pooling) |
## Source: LambdaTest/agent-skills
- Repository: [https://github.com/LambdaTest/agent-skills](https://github.com/LambdaTest/agent-skills) (commit `54824d6`, retrieved 2026-07-14)
- License: MIT
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `newman-report-analyzer` | core | Analyze Newman test run output, JSON reports, and JUnit XML results to summarize failures, diagnose root causes, identify slow requests, and suggest fixes. Use this skill whenever the user shares Newman output (terminal logs, JSON export, … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/api-skill/newman/newman-report-analyzer) |
| `espresso-skill` | core | Generates Espresso UI tests for Android apps in Kotlin or Java. Espresso runs inside the app process for fast, reliable UI testing. Supports local and TestMu AI cloud real devices. Use when user mentions "Espresso", "onView", … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/espresso-skill) |
| `mstest-skill` | adjacent | Generates MSTest tests in C#. Microsoft's built-in testing framework for .NET. Use when user mentions "MSTest", "[TestMethod]", "[TestClass]", "Assert.AreEqual". Triggers on: "MSTest", "[TestMethod]", "[TestClass]", "Microsoft test … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/mstest-skill) |
| `detox-skill` | adjacent | Generates Detox E2E tests for React Native apps in JavaScript. Gray-box testing framework with automatic synchronization. Supports local simulators/emulators and TestMu AI cloud. Use when user mentions "Detox", "React Native test", … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/detox-skill) |
| `gauge-skill` | adjacent | Generates Gauge test specifications in Markdown with step implementations in Java, Python, JS, or Ruby. ThoughtWorks' test automation framework. Use when user mentions "Gauge", "spec file", "## Scenario", "step implementation". Triggers … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/gauge-skill) |
| `jasmine-skill` | adjacent | Generates Jasmine tests in JavaScript. BDD-style framework with spies and async support. Use when user mentions "Jasmine", "jasmine.createSpy", "toHaveBeenCalled". Triggers on: "Jasmine", "jasmine test", "createSpy", "Jasmine spec". | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/jasmine-skill) |
| `junit-5-skill` | adjacent | Generates production-grade JUnit 5 unit and integration tests in Java. Covers assertions, parameterized tests, lifecycle hooks, mocking with Mockito, and nested tests. Use when user mentions "JUnit", "JUnit 5", "@Test", "assertEquals", … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/junit-5-skill) |
| `nemojs-skill` | adjacent | Generates Nemo.js automation tests in JavaScript. PayPal's Selenium-based test framework for Node.js. Use when user mentions "Nemo.js", "nemo automation". Triggers on: "Nemo.js", "nemo automation", "nemo test", "PayPal test framework". | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/nemojs-skill) |
| `robot-framework-skill` | adjacent | Generates Robot Framework tests in keyword-driven syntax with Python. Supports SeleniumLibrary, RequestsLibrary, and custom keywords. Use when user mentions "Robot Framework", "*** Test Cases ***", "SeleniumLibrary", ".robot file". … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/robot-framework-skill) |
| `selenide-skill` | adjacent | Generates Selenide tests in Java. Concise UI testing framework built on Selenium with automatic waits and fluent API. Use when user mentions "Selenide", "$(selector)", "shouldBe(visible)", "Selenide Java". Triggers on: "Selenide", "$() … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/selenide-skill) |
| `smartui-skill` | adjacent | Generates SmartUI visual regression test configurations for screenshot comparison on TestMu AI cloud. Framework-agnostic — works with Playwright, Selenium, Cypress, Puppeteer. Use when user mentions "SmartUI", "visual regression", … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/smartui-skill) |
| `test-framework-migration-skill` | adjacent | Migrates and converts test automation scripts between Selenium, Playwright, Puppeteer, and Cypress. Use when the user asks to migrate, convert, or port tests from one framework to another; rewrite tests in a different framework; or switch … | [source](https://github.com/LambdaTest/agent-skills/tree/54824d6/test-framework-migration-skill) |
## 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-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-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-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-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) |
| `n8n-error-handling` | adjacent | Wire n8n error handling so failures are loud, structured, and recoverable. Use when building any webhook/API workflow, a scheduled or unattended workflow, or any path where a silent failure would drop user-visible work — and whenever the … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-error-handling) |
| `n8n-mcp-tools-expert` | adjacent | Expert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing workflows, managing credentials, auditing instance security, or using any n8n-mcp tool. Provides … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-mcp-tools-expert) |
| `n8n-multi-instance` | adjacent | Use when an n8n-mcp account targets more than one n8n instance — i.e. the `n8n_instances` tool is available, the user mentions multiple n8n instances or environments (prod vs staging, several teams or clients), a workflow / datatable / … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-multi-instance) |
| `n8n-node-configuration` | adjacent | Operation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing between get_node detail levels, or learning common configuration patterns by node type. … | [source](https://github.com/czlonkowski/n8n-skills/tree/9ea3aa5/skills/n8n-node-configuration) |
## Source: NVIDIA/skills
- Repository: [https://github.com/NVIDIA/skills](https://github.com/NVIDIA/skills) (commit `153b14b`, retrieved 2026-07-14)
- License: CC-BY-4.0 (skills/docs), Apache-2.0 (code)
| Skill | Tier | What it adds | Upstream |
|---|---|---|---|
| `hsb-app` | core | Discover and run Holoscan Sensor Bridge example applications on a connected devkit. Filters available apps by the user's platform, HSB software version, board type, and sensors. Supports timed execution, failure analysis, code-edit … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/hsb-app) |
| `rag-blueprint` | core | 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) |
| `nemo-rl-session-memory` | core | Manage durable working-session memory for coding agents. Use when a user asks to preserve or recover agent context across disconnects, VS Code restarts, long-running work, handoffs, or any session where important state should be written … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/nemo-rl-session-memory) |
| `vss-manage-video-io-storage` | core | Use to call the VIOS REST API (sensor list, timelines, clip extraction, snapshots, add/delete sensors and streams). Not for VLM inference or search. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/vss-manage-video-io-storage) |
| `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) |
| `mcore-create-issue` | adjacent | Investigate a failing GitHub Actions run or job and create a GitHub issue for the failure. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/mcore-create-issue) |
| `cuopt-numerical-optimization-api` | adjacent | LP, MILP, and QP (beta) with cuOpt — Python, C, and CLI. Use when the user is solving LP, MILP, or QP with any cuOpt interface. | [source](https://github.com/NVIDIA/skills/tree/153b14b/plugins/nvidia-skills/skills/cuopt-numerical-optimization-api) |
| `cuopt-numerical-optimization-formulation` | adjacent | LP, MILP, QP — concepts, problem-text parsing, and formulation patterns (parameters, constraints, decisions, objective). Concepts only; no API. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/cuopt-numerical-optimization-formulation) |
| `cuopt-routing-api-python` | adjacent | Vehicle routing (VRP, TSP, PDP) with cuOpt — Python API only. Use when the user is building or solving routing in Python. | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/cuopt-routing-api-python) |
| `deepstream-dev` | adjacent | NVIDIA DeepStream SDK 9.0 development with Python pyservicemaker API. Use when building video analytics pipelines, GStreamer-based video processing, TensorRT inference integration, object detection/tracking, or Kafka/message broker … | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/deepstream-dev) |
| `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) |
| `digital-health-clinical-asr-build` | adjacent | Stage 2 of the Clinical ASR Flywheel. Use when curating clinical terms, tagging IPA, and synthesizing a NeMo manifest. NOT for scoring (use /digital-health-clinical-asr-eval). | [source](https://github.com/NVIDIA/skills/tree/153b14b/skills/digital-health-clinical-asr-build) |
## 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-keys` | core | 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-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-api-overview` | adjacent | High-level map of the Venice.ai API - base URL, authentication modes, endpoint categories, response headers, pricing model, error shape, and versioning. Load this first when starting any Venice integration. | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-api-overview) |
| `venice-auth` | adjacent | Authenticate to the Venice API with a Bearer API key or with an x402 / SIWE wallet. Covers header formats, the SIWE message fields, TTL and nonce rules, the venice-x402-client SDK, and how to choose between the two modes. | [source](https://github.com/veniceai/skills/tree/de089fa/skills/venice-auth) |
| `venice-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) |

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# Market evidence report — data-quality-specialist
Source: **28 real job ads** (JSearch API, countries: us 28), 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 | 23 | 82 % |
| lead | 2 | 7 % |
| junior | 1 | 4 % |
| n/a | 1 | 4 % |
| senior | 1 | 4 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Microsoft Excel | 8 | 29 % |
| 2 | SQL | 4 | 14 % |
| 3 | electronic health record (EHR) | 3 | 11 % |
| 4 | Microsoft Office | 3 | 11 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data analysis | 15 | 54 % |
| 2 | data entry | 4 | 14 % |
| 3 | data management | 4 | 14 % |
| 4 | report generation | 4 | 14 % |
| 5 | chart correction | 3 | 11 % |
| 6 | compliance | 3 | 11 % |
| 7 | data integrity | 3 | 11 % |
| 8 | him activities | 3 | 11 % |
| 9 | issue resolution | 3 | 11 % |
| 10 | problem solving | 3 | 11 % |
| 11 | quality assurance | 3 | 11 % |
| 12 | root cause analysis | 3 | 11 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | data integrity assurance | 4 | 14 % |
| 2 | issue investigation | 3 | 11 % |
| 3 | report distribution monitoring | 3 | 11 % |
## Regional breakdown
> **Corpus note:** 28 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** — 28 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 |
|---|---|
| Data Integrity Specialist | 3 |
| Data Quality Specialist | 2 |
| Accounts Data Integrity Specialist | 1 |
| Claims Data Quality Specialist | 1 |
| Clinical Data Quality Analyst | 1 |
| Clinical Data Specialist (NCQA/ DQM) | 1 |
| Data Compliance and Monitoring Specialist | 1 |
| Data Integrity & Insights Specialist | 1 |
| Data Integrity Specialist - Hybrid | 1 |
| Data Integrity Specialist Supply Chain Analytics | 1 |
| Data Quality Analyst | 1 |
| Data Quality Assurance Analyst Perm | 1 |
| Data Quality Operations Analyst-Philadelphia, PA. | 1 |
| EMR Data Integrity Specialist | 1 |
| Healthcare Data Specialist | 1 |
| HR Data Integrity Specialist (Hybrid) | 1 |
| Lead Data Management Specialist | 1 |
| Lead, Data Quality/Integrity - Clinical Abstraction Operations | 1 |
| LIMS Data Associate: Data Quality & Workflow Specialist | 1 |
| P/T Data Quality Specialist | 1 |
| Senior Data Integrity Specialist | 1 |
| Senior QA Specialist, QC & Data Integrity (GxP) | 1 |
| Specialist, Systems and Data Integrity | 1 |
| SQL Data Integrity Specialist | 1 |
| VP, Data Quality Issue Management Manager | 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.

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# Occupation profile — data quality specialist
- **ESCO URI:** http://data.europa.eu/esco/occupation/7086d0ca-1e77-4690-89c9-7ed1a0478fa3
- **ESCO code:** 2519.1
- **ISCO-08 group:** 2519 — Software and applications developers and analysts not elsewhere classified
## Description (ESCO)
Data quality specialists review organisation's data for accuracy, recommend enhancements to record systems and data acquisition processes and assess referential and historical integrity of data. They also develop documents and maintain data quality goals and standards and oversee an organisation's data privacy policy and monitor compliance of data flows against data quality standards.
## Definition
nan
## Alternative labels
- data integrity officer
- data integrity specialist
- data quality officer
- data quality expert
- data quality specialists

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# Competences — data quality specialist
Source: ESCO v1.2.1 occupation-skill relations (http://data.europa.eu/esco/occupation/7086d0ca-1e77-4690-89c9-7ed1a0478fa3).
## Essential
- **address problems critically** (skill/competence)
- **data ethics** (knowledge)
- **database** (knowledge)
- **define data quality criteria** (skill/competence)
- **design database scheme** (skill/competence)
- **establish data processes** (skill/competence)
- **handle data samples** (skill/competence)
- **implement data quality processes** (skill/competence)
- **information structure** (knowledge)
- **manage data** (skill/competence)
- **manage database** (skill/competence)
- **manage standards for data exchange** (skill/competence)
- **normalise data** (skill/competence)
- **perform data cleansing** (skill/competence)
- **process data** (skill/competence)
- **query languages** (knowledge)
- **report analysis results** (skill/competence)
- **resource description framework query language** (knowledge)
- **use data processing techniques** (skill/competence)
- **utilise regular expressions** (skill/competence)
## Optional
- build business relationships (skill/competence)
- business processes (knowledge)
- data engineering (knowledge)
- data quality assessment (knowledge)
- design database in the cloud (skill/competence)
- execute analytical mathematical calculations (skill/competence)
- execute ICT audits (skill/competence)
- healthcare analytics (knowledge)
- LDAP (knowledge)
- LINQ (knowledge)
- manage schedule of tasks (skill/competence)
- MDX (knowledge)
- N1QL (knowledge)
- perform data analysis (skill/competence)
- perform project management (skill/competence)
- SPARQL (knowledge)
- statistics (knowledge)
- train employees (skill/competence)
- visual presentation techniques (knowledge)
- XQuery (knowledge)
<!-- market-evidence -->
## Market evidence (job-ad analysis, 28 ads, as of 2026-07-11)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Hard skills
- data analysis — **54 %**
<!-- market-evidence -->

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# Tasks & work activities — data quality specialist
Source: O*NET 30.3, occupation 15-1253.00 (Software Quality Assurance Analysts and Testers) — manual nearest-occupation mapping via ISCO group 2519; the official ESCO crosswalk has no entry for this ESCO occupation.
## Task statements
- **[Core]** Design test plans, scenarios, scripts, or procedures.
- **[Core]** Test system modifications to prepare for implementation.
- **[Core]** Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.
- **[Core]** Document software defects, using a bug tracking system, and report defects to software developers.
- **[Core]** Identify, analyze, and document problems with program function, output, online screen, or content.
- **[Core]** Monitor bug resolution efforts and track successes.
- **[Core]** Create or maintain databases of known test defects.
- **[Core]** Plan test schedules or strategies in accordance with project scope or delivery dates.
- **[Core]** Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.
- **[Core]** Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.
- **[Core]** Document test procedures to ensure replicability and compliance with standards.
- **[Core]** Develop or specify standards, methods, or procedures to determine product quality or release readiness.
- **[Core]** Update automated test scripts to ensure currency.
- **[Core]** Investigate customer problems referred by technical support.
- **[Core]** Install, maintain, or use software testing programs.
- **[Core]** Provide feedback and recommendations to developers on software usability and functionality.
- **[Core]** Monitor program performance to ensure efficient and problem-free operations.
- **[Core]** Conduct software compatibility tests with programs, hardware, operating systems, or network environments.
- **[Core]** Install and configure recreations of software production environments to allow testing of software performance.
- **[Core]** Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.
- **[Core]** Identify program deviance from standards, and suggest modifications to ensure compliance.
- **[Core]** Design or develop automated testing tools.
- **[Core]** Coordinate user or third-party testing.
- **[Core]** Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.
- **[Core]** Visit beta testing sites to evaluate software performance.
- **[Core]** Evaluate or recommend software for testing or bug tracking.
- **[Core]** Conduct historical analyses of test results.
- **[nan]** Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
- **[nan]** Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.
- **[nan]** Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
## Detailed work activities
- Analyze data to identify or resolve operational problems.
- Analyze data to identify trends or relationships among variables.
- Assess database performance.
- Collaborate with others to determine design specifications or details.
- Collaborate with others to resolve information technology issues.
- Compile technical information or documentation.
- Create databases to store electronic data.
- Develop detailed project plans.
- Develop performance metrics or standards related to information technology.
- Develop testing routines or procedures.
- Document design or development procedures.
- Document operational activities.
- Evaluate utility of software or hardware technologies.
- Install computer software.
- Manage documentation to ensure organization or accuracy.
- Modify software programs to improve performance.
- Monitor computer system performance to ensure proper operation.
- Prepare data for analysis.
- Provide customer service to clients or users.
- Provide recommendations to others about computer hardware.
- Read documents to gather technical information.
- Recommend changes to improve computer or information systems.
- Report maintenance or equipment problems to appropriate personnel.
- Test computer system operations to ensure proper functioning.
- Test software performance.
- Troubleshoot issues with computer applications or systems.

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# Tools & technology — data quality specialist
Source: O*NET 30.3, occupation 15-1253.00 (Software Quality Assurance Analysts and Testers) — manual nearest-occupation mapping via ISCO group 2519; the official ESCO crosswalk has no entry for this ESCO occupation.
| Software | Category | Hot technology |
|---|---|---|
| Adobe Acrobat | Document management software | yes |
| Adobe After Effects | Video creation and editing 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 DynamoDB | Data base management system software | yes |
| Amazon Elastic Compute Cloud EC2 | Data base user interface and query software | yes |
| Amazon Redshift | Data base user interface and query software | yes |
| Amazon Web Services AWS CloudFormation | Cloud-based management software | yes |
| Amazon Web Services AWS software | Data base user interface and query software | yes |
| Ansible software | Expert system software | yes |
| Apache Cassandra | Data base management system software | yes |
| Apache Hadoop | Data base management system software | yes |
| Apache Hive | Data base user interface and query software | yes |
| Apache Kafka | Development environment software | yes |
| Apache Maven | Development environment software | yes |
| Apache Spark | Object or component oriented development software | yes |
| Apache Subversion SVN | Development environment software | yes |
| Apache Tomcat | Web platform development software | yes |
| Apple macOS | Operating system software | yes |
| Apple Safari | Internet browser software | yes |
| Atlassian Bitbucket | Application server software | yes |
| Atlassian Confluence | Project management software | yes |
| Atlassian JIRA | Project management software | yes |
| Autodesk AutoCAD | 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 |
| 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 Android | Operating system software | yes |
| Google Angular | Web platform development software | yes |
| Google Docs | Word processing software | yes |
| Google Sheets | Spreadsheet 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 |
| 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 |
| Linux | Operating system software | yes |
| Microsoft .NET Framework | Development environment software | yes |
| Microsoft Access | Data base user interface and query 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 Team Foundation Server | Project management 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 |
| Mozilla Firefox | Internet browser software | yes |
| MySQL | Data base management system software | yes |
| Node.js | Web platform development software | yes |
| NoSQL | Data base management system software | yes |
| Oracle Database | Data base user interface and query software | yes |
| Oracle Java | Object or component oriented development software | yes |
| Oracle 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 |
| 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 |
| 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 |
| 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 |
| Zoom | Video conferencing software | yes |
| 3M Post-it App | Word processing software | |
| A programming language APL | Development environment software | |
| ABC Compiler | Development environment software | |
| ABC: the AspectBench Compiler for AspectJ | Object or component oriented development software | |
| Acresso InstallAnywhere | Object or component oriented development software | |
| Ada | Development environment software | |
| ADO.NET | Data base user interface and query software | |
| Adobe ActionScript | Development environment software | |
| Adobe Dreamweaver | Web page creation and editing software | |
| Adobe Flex | Web platform development software | |
| Advanced business application programming ABAP | Object or component oriented development software | |
| Airtable | Data base user interface and query software | |
| Algorithmic language ALGOL | Development environment software | |
| Allaire ColdFusion | Web platform development software | |
| Amazon Data Pipeline | Data base management system software | |
| Amazon Kinesis | Data base management system software | |
| Amazon Simple Storage Service S3 | Storage networking software | |
| American National Standards Institute ANSI C | Development environment software | |
| Anti-spyware software | Transaction security and virus protection software | |
| Antivirus software | Transaction security and virus protection software | |
| Apache Ant | Development environment software | |
| Apache Avro | Information retrieval or search software | |
| Apache Flume | Data base management system software | |
| Apache Groovy | Object or component oriented development software | |
| Apache HBase | Data base management system software | |
| Apache HTTP Server | Portal server software | |
| Apache JMeter | Object or component oriented development software | |
| Apache Oozie | Data base management system software | |
| Apache Pig | Data base management system software | |
| Apache Solr | Data base management system software | |
| Apache Sqoop | Data base management system software | |
| Apache Struts | Web platform development software | |
| Appium | Program testing software | |
| Apple Cocoa | Object or component oriented development software | |
| Atlassian Bamboo | Enterprise application integration software | |
| Automated installation software | Configuration management software | |
| AWK | Development environment software | |
| Backbone.js | Web platform development software | |
| Backup and archival software | Backup or archival software | |
| Beginner's all-purpose symbolic instruction code BASIC | Development environment software | |
| Bigloo Scheme | Development environment software | |
| Blackbaud The Raiser's Edge | Customer relationship management CRM software | |
| Blackboard software | Data base user interface and query software | |
| Blink | Instant messaging software | |
| B-Method | Development environment software | |
| Borland SilkTest | Program testing software | |
| Bugzilla | Program testing software | |
| Call-processing language CPL | Development environment software | |
| Canu | Development environment software | |
| Cisco IOS | Operating system software | |
| Citrix cloud computing software | Access software | |
| Collaborative Application Markup Language CAML | Object or component oriented development software | |
| Common business oriented language COBOL | Development environment software | |
| Common Lisp Object System CLOS | Object or component oriented development software | |
| Component object model COM software | Object or component oriented development software | |
| Component-based Scalable Logical Architecture CSLA | Object or component oriented development software | |
| Computer Associates integrated data management system CA-IDMS | Data base management system software | |
| Computer On-line Real-time Applications Language CORAL 66 | Development environment software | |
| CruiseControl | Development environment software | |
| Customer information control system CICS | Transaction server software | |
| Dassault Systemes CATIA | Computer aided design CAD software | |
| Data analysis software | Analytical or scientific software | |
| Data definition language DDL | Data base management system software | |
| Data manipulation language DML | Data base management system software | |
| DataVision | Data base reporting software | |
| Debugview | Program testing software | |
| Defect tracking software | Program testing software | |
| Delphi Technology | Financial analysis software | |
| Deployment software | Configuration management software | |
| Disk operating system DOS | Operating system software | |
| Distributed component object model DCOM software | Object or component oriented development software | |
| Distributed database management software | Data base management system software | |
| Document management system software | Document management software | |
| Document Object Model DOM Scripting | Object or component oriented development software | |
| Dropbox | Cloud-based data access and sharing software | |
| Drupal | Web platform development software | |
| Dynamic analysis software | Program testing software | |
| Dynamic hypertext markup language DHTML | Web platform development software | |
| Dynamic modeling software | Analytical or scientific software | |
| E++ pattern language | Object or component oriented development software | |
| Eiffel | Object or component oriented development software | |
| ej-technologies JProfiler | Program testing software | |
| Embarcadero Delphi | Object or component oriented development software | |
| Embarcadero JBuilder | Development environment software | |
| Embedded systems development software | Development environment software | |
| Emerald Software Group Emerald Green Office | Content workflow software | |
| Encryption software | Transaction security and virus protection software | |
| Enterprise application integration EAI software | Enterprise application integration software | |
| Enterprise JavaBeans | Web platform development software | |
| Event-driven State-machines Programming | Development environment software | |
| Evernote | Word processing software | |
| Ext JS | Web platform development software | |
| Extensible hypertext markup language XHTML | Web platform development software | |
| Extensible stylesheet language transformations XSLT | Web platform development software | |
| FaceTime | Video conferencing software | |
| Fault testing software | Program testing software | |
| File server software | Filesystem software | |
| FileMaker Pro | Data base user interface and query software | |
| FileMon | Program testing software | |
| Firewall software | Network security and virtual private network VPN equipment software | |
| FitNesse | Program testing software | |
| Flipgrid | Video creation and editing software | |
| Formula translation/translator FORTRAN | Development environment software | |
| Forth | Development environment software | |
| Functional testing software | Program testing software | |
| Gambit Scheme | Development environment software | |
| Geographic information system GIS software | Geographic information system | |
| GNU Image Manipulation Program GIMP | Graphics or photo imaging software | |
| Google Drive | Cloud-based data access and sharing software | |
| Google Gmail | Electronic mail software | |
| Google Meet | Video conferencing software | |
| Google Sites | Web page creation and editing software | |
| Google Slides | Presentation software | |
| Graphical user interface GUI builder software | Graphical user interface development software | |
| Graphical user interface GUI design software | Graphical user interface development software | |
| GroupMe | Instant messaging software | |
| Haskell | Development environment software | |
| Hewlett Packard HP-UX | Operating system software | |
| Hewlett Packard LoadRunner | Program testing software | |
| Hewlett-Packard HP QuickTest Professional | Program testing software | |
| Hewlett-Packard HP TestDirector for Quality Center | Program testing software | |
| Hewlett-Packard HP WinRunner | Program testing software | |
| Human resource management software HRMS | Human resources software | |
| IBM AIX | Operating system software | |
| IBM Cognos Impromptu | Business intelligence and data analysis software | |
| IBM Domino | Communications server software | |
| IBM InfoSphere DataStage | Enterprise application integration software | |
| IBM Middleware | Transaction server software | |
| IBM Notes | Electronic mail software | |
| IBM Power Systems software | Enterprise system management software | |
| IBM Rational ClearCase | Configuration management software | |
| IBM Rational ClearQuest | Development environment software | |
| IBM Rational PurifyPlus | Program testing software | |
| IBM Rational RequisitePro | Requirements analysis and system architecture software | |
| IBM Rational Robot | Program testing software | |
| IBM Rational Rose XDE | Development environment software | |
| IBM WebSphere | Cloud-based management software | |
| IBM z/OS operating systems | Network operation system software | |
| ICON programming language | Development environment software | |
| IEA Software Emerald | Data base user interface and query software | |
| Integrated development environment IDE software | Development environment software | |
| Integration testing software | Program testing software | |
| Interface definition language IDL | Development environment software | |
| Interoperability testing software | Program testing software | |
| Interstate connection ICON | Development environment software | |
| J | Development environment software | |
| JamBoard | Graphics or photo imaging software | |
| JetBrains IntelliJ IDEA | 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 | |
| LibreOffice | Office suite software | |
| LinkedIn | Web page creation and editing software | |
| List processing language LISP | Development environment software | |
| Load testing software | Program testing software | |
| LogMeIn GoToMeeting | Video conferencing software | |
| LogMeIn GoToWebinar | Network conferencing software | |
| Loom | Video creation and editing software | |
| Magellan Firmware | Operating system software | |
| MathWorks Simulink | Analytical or scientific software | |
| McAfee | Transaction security and virus protection software | |
| Microsoft ActiveX | Object or component oriented development software | |
| Microsoft ASP.NET Core MVC | Web platform development software | |
| Microsoft Azure DevOps Services | Development environment software | |
| Microsoft DirectX | Device drivers or system software | |
| Microsoft Dynamics | Enterprise resource planning ERP software | |
| Microsoft Dynamics GP | Enterprise resource planning ERP software | |
| Microsoft ESP SDK | Development environment software | |
| Microsoft Exchange | Electronic mail software | |
| Microsoft Internet Explorer | Internet browser software | |
| Microsoft Internet Information Services (IIS) | Transaction server software | |
| Microsoft OneNote | Word processing software | |
| Microsoft Playwright | Program testing software | |
| Microsoft Publisher | Desktop publishing software | |
| Microsoft transact-structural query language T-SQL | Data base management system software | |
| Microsoft Visual Basic Scripting Edition VBScript | Development environment software | |
| Microsoft Visual Basic.NET | Object or component oriented development software | |
| Microsoft Visual C# .NET | Object or component oriented development software | |
| Microsoft Visual SourceSafe | Development environment software | |
| Microsoft Windows SDK | Development environment software | |
| MicroStrategy | Business intelligence and data analysis software | |
| Migration software | Platform interconnectivity software | |
| Migration testing software | Program testing software | |
| Minitab | Analytical or scientific software | |
| Modula | Object or component oriented development software | |
| Moodle | Computer based training software | |
| MUMPS M | Development environment software | |
| Mutation testing software | Program testing software | |
| Nagios | Network monitoring software | |
| National Instruments LabVIEW | Development environment software | |
| NetSuite ERP | Enterprise resource planning ERP software | |
| Network intrusion detection software | Network security and virtual private network VPN equipment software | |
| NortonLifeLock cybersecurity software | Transaction security and virus protection software | |
| NUnit | Program testing software | |
| Oberon | Object or component oriented development software | |
| Object Management Group Object Request Broker | Transaction server software | |
| Objective C | Object or component oriented development software | |
| Objective Caml | Object or component oriented development software | |
| Open Graphics Library OpenGL | Graphics or photo imaging software | |
| Operating system shells | Operating system software | |
| Oracle Application Server | Application server software | |
| Oracle Business Intelligence Discoverer | Data base reporting software | |
| Oracle Business Intelligence Enterprise Edition | Business intelligence and data analysis software | |
| Oracle Business Intelligence Suite | Data base reporting 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 PeopleSoft Financials | Enterprise resource planning ERP software | |
| Oracle Reports | Data base reporting software | |
| Oracle Solaris | Operating system software | |
| Oracle WebLogic Server | Application server software | |
| Pascal | Development environment software | |
| Patch management software | Configuration management software | |
| Perforce Helix software | Configuration management software | |
| Postman | Operating system software | |
| Programming language one PL/I | Development environment software | |
| Prolog | Development environment software | |
| PuTTY | Access software | |
| Qlik Tech QlikView | Business intelligence and data analysis software | |
| QNX | Operating system software | |
| Quest Erwin Data Modeler | Metadata management software | |
| Real time operating system RTOS software | Operating system software | |
| Recovery testing software | Program testing software | |
| Red Hat Ansible Engine | Configuration management software | |
| Red Hat WildFly | Application server software | |
| RegMon | Program testing software | |
| Regression testing software | Program testing software | |
| Relational database management software | Data base management system software | |
| Requirements management software | Requirements analysis and system architecture software | |
| REST Assured | Program testing software | |
| RESTful API | Web platform development software | |
| Restructured extended executor REXX | Development environment software | |
| Revision control software | Configuration management software | |
| Ruby on Rails | Web platform development software | |
| Salesforce Visualforce | Graphical user interface development software | |
| SAP Adaptive Server Enterprise | Data base management system software | |
| SAP Business Intelligence | Data base reporting software | |
| SAP Business Objects | Enterprise resource planning ERP software | |
| SAP Crystal Reports | Data base reporting software | |
| SAP NetWeaver | Enterprise application integration software | |
| SAP PowerBuilder | Object or component oriented development software | |
| Scheme | Development environment software | |
| Screencastify | Video creation and editing software | |
| Security testing software | Program testing software | |
| Simple API for XML SAX | Object or component oriented development software | |
| Simulation program with integrated circuit emphasis SPICE | Analytical or scientific software | |
| Skype | Desktop communications software | |
| Smalltalk | Object or component oriented development software | |
| SmartBear Software AutomatedQA TestComplete | Program testing software | |
| SmugMug Flickr | Graphics or photo imaging software | |
| Social media sites | Web page creation and editing software | |
| Software distribution management software | Administration software | |
| Source code editor software | Program testing software | |
| StataCorp Stata | Analytical or scientific software | |
| Static analysis software | Program testing software | |
| Storage area network SAN software | Storage networking software | |
| Stress testing software | Program testing software | |
| String oriented symbolic language SNOBOL | Development environment software | |
| Structured Query Report SQR | Data base management system software | |
| Supervisory control and data acquisition SCADA software | Industrial control software | |
| Symantec Visual Cafe | Development environment software | |
| System testing software | Program testing software | |
| Talend Big Data Integration | Data base management system software | |
| Talend Data Fabric | Metadata management software | |
| Tax software | Accounting software | |
| Test design software | Program testing software | |
| Test implementation software | Program testing software | |
| TestNG | Program testing software | |
| Twiki | Content workflow software | |
| Ubuntu | Operating system software | |
| Unified modeling language UML | Requirements analysis and system architecture software | |
| Unit testing software | Program testing software | |
| Usability testing software | Program testing software | |
| Verilog | Development environment software | |
| Veritas NetBackup | Backup or archival software | |
| Version control software | File versioning software | |
| Virtual private networking VPN software | Network security and virtual private network VPN equipment software | |
| Visible Razor | Configuration management software | |
| VMware | Clustering software | |
| VMWare ESX Server | Application server software | |
| VMWare Workstation | Operating system software | |
| Voice over internet protocol VoIP system software | Internet protocol IP multimedia subsystem software | |
| Watir | Program testing software | |
| Web application software | Development environment software | |
| Web browser software | Internet browser software | |
| Web server software | Transaction server software | |
| Web service definition language WDSL | Development environment software | |
| Win CE | Operating system software | |
| Wind River Systems VxWorks | Operating system software | |
| Wind River VxWorks | Operating system software | |
| Wireshark | Network monitoring software | |
| Workflow software | Content workflow software | |
| Xcode | Development environment software | |
| XML Path Language XPATH | Development environment software | |
| YourKit Java Profiler | Program testing software | |
| YouTube | Video creation and editing software | |
<!-- market-evidence -->
## Market evidence (job-ad analysis, 28 ads, as of 2026-07-11)
Share of analyzed job ads mentioning the item (threshold ≥ 20 %). Source: JSearch/Adzuna APIs.
### Tools
- Microsoft Excel — **29 %**
<!-- market-evidence -->