Glossary
Data & AI Glossary
Plain-language definitions of data engineering, analytics, AI and apprenticeship terms — what they mean for UK training and analytics teams.
GlossaryAI agentAn AI agent is software that plans and takes actions towards a goal with limited human input, rather than just answering a single prompt. Here's what that means at work.GlossaryAI governanceAI governance is the set of policies, roles and controls an organisation uses to keep its AI use safe, compliant and accountable. Here's what it covers and how it works.GlossaryAI risk assessmentAI risk assessment is the structured process of identifying, weighing and controlling the risks an AI system could create before and after it goes live.GlossaryApprenticeship standardWhat an apprenticeship standard is, who sets it, and how it determines funding, training content and end-point assessment for a UK apprenticeship.GlossaryCo-investmentCo-investment is the share of apprenticeship training costs an employer pays when government funding doesn't cover the full price. Here's who pays what, and when.GlossaryData governanceData governance is the set of rules, roles and processes that control how an organisation collects, stores, uses and protects its data. Learn how it works.GlossaryData maturityData maturity is how far an organisation's data practices, tools and skills have developed. See the stages, why it matters, and how it's assessed.GlossaryData pipelineWhat a data pipeline is, what it does, batch vs streaming variants, and where pipelines fit in the modern data engineering stack.GlossaryData protectionData protection is the law and practice that governs how organisations collect, use and store personal information. Here's what it covers and why the skills behind it are in demand.GlossaryEnd-point assessmentEnd-point assessment (EPA) is the final, independent check that an apprentice has met the standard's requirements. Here's who runs it, how it's paid for, and how it's assessed.GlossaryEU AI ActThe EU AI Act is the EU's risk-based AI law. Learn what it covers, its rollout timeline, and when it can bind UK employers.GlossaryFunctional SkillsFunctional Skills are Ofqual-regulated English and maths qualifications apprentices can use to meet the Level 2 requirement — here's how they work and who needs them.GlossaryGrowth & Skills LevyThe Growth & Skills Levy is the UK employer tax that funds apprenticeship training — here's who pays it, how the funds work, and what's changing.GlossaryHigher Technical QualificationA Higher Technical Qualification is a Level 4 or 5 technical qualification approved by Skills England, sitting between A-levels and a full degree.GlossaryInformation governanceInformation governance is how an organisation manages information as an asset — its policies, roles and controls for accuracy, security and lawful use. Learn what it covers and why it matters.GlossaryLevy transferThe levy transfer lets a levy-paying employer gift up to 50% of unused Growth & Skills Levy funds to another business to fund apprenticeship training.Glossaryn8nn8n is a source-available (fair-code) workflow automation tool that connects apps and data sources so tasks run without manual effort. Here's what it does and why employers and learners use it.GlossaryOff-the-job trainingOff-the-job training is protected learning time built into every apprenticeship, funded through the levy or co-investment. Here's how it works and who pays.GlossaryResponsible AIResponsible AI is the practice of designing, deploying and governing AI systems so they are fair, transparent, safe and accountable. Here's what it covers and why it's now a business skill.GlossaryWebhookA webhook is an automated message one system sends to another the instant something happens, rather than the receiving system having to ask. Plain-English definition, how it works, and why it matters.GlossaryWorkflow automationWorkflow automation is using technology to run a repeatable business process with little or no manual input. Here's what it means and why it matters for employers and learners.