Teachers and lecturers
Data & AI
Insights & Intelligence Engines
Everything for teaching or advising on Data & AI careers in one place: the classroom pack, the career guide and, as employers add them, their articles, videos and resources. The career family has 9 areas of work.
Classroom pack
Games, interactive diagrams, a jargon translator, a curriculum map and teacher notes with the answers, every claim sourced.
Career guide
Every area of work, how people get in, pay and hiring, skills and where to find out more, built from the TechSkills Career Matrix with sources and dates shown.
Hands-on routes in Data & AI
Some careers in this family are practical and on site rather than desk based. From the Career Matrix, with roles and pay in the career guide.
Area 01: Data Foundations & Engineering
Construction Technology & Geospatial Surveying
Capturing the data that describes the physical world, on site rather than in an office.
Surveying Technician, Engineering Design Technician (BIM/CAD), Geospatial Survey Technician
Area 09: Asset Integrity & Inspection Engineering
Non-Destructive Testing (NDT)
Hands-on inspection of real components and structures, through a paid apprenticeship rather than an engineering degree.
NDT Operator Apprentice, NDT Engineering Technician, Inspection Engineer
From the industry
Resources and articles from employers working in Data & AI. Nothing is published until the TechSkills team has read it, and everything names the organisation that shared it.
Resources shared by employers
The first employer resources are on their way. If you work for an employer with a TechSkills portal account, you can share a resource from your portal and it will appear here once it has been reviewed.
Articles and stories
Same CV, 800 times: why AI-written applications vanish, and what to do about it
Claire MacLeod is a Gen Z career coach and founder of Career Pathfinder. Before that she spent twenty years in executive search, recruiting senior professional staff for UK universities. She works one-to-one with young people to help them find a direction and land work they are genuinely excited about.In this article she shares how to get the visibility for your CV that you want. __careerpathfinder.me__
Industry Insights
The Learner's Edge in the AI Era
AI tools are now part of everyday working life, and entry-level roles are feeling the pressure. In this article, Blessed Pepple, Founder at Setlwork, argues that technical skill matters more than ever, because it is what helps you spot when AI output looks right but isn't. He then sets out five human capabilities, drawn from established research, that help learners act on that judgement: reflective practice, emotional intelligence, resilience, self-efficacy and adaptive communication. Each comes with a practical tip to try.
Industry Insights
Never Stop Wondering: Why Curiosity Is the Missing Skill in AI Upskilling
Asking questions is how we learn, yet many of us stop doing it far too early. For Daniel, founder of Galagog and former Amazon employee, that moment came in a Year 8 chemistry lesson, and it has shaped his thinking ever since. Having supported thousands of people to use technology, data and AI more confidently in their work, he sees the same hesitation everywhere: capable people holding back, waiting for permission, convinced they are "not technical". In this thoughtful piece, Daniel makes the case for curiosity as an essential skill in an AI-driven world, and explains why educators and employers have a shared role in giving people the confidence to experiment, question and grow.
Industry Insights
Beyond the Silos: Why the UK's 2035 Economic Ambitions Require an Open Infrastructure
techUK argues the UK's digital infrastructure is at a genuine turning point: keep building isolated, incompatible platforms and risk 'platform sprawl', or commit to open, standardised architecture that keeps skills and systems portable across cloud, government and industry.
Policy & Research
What It Takes to Scale the Responsible Adoption of Agentic AI
Drawing on a four-part 2026 workshop series, techUK sets out what it actually takes to move agentic AI beyond pilots - covering technical readiness, organisational ownership, workforce AI literacy and governance - alongside what it wants from government.
Industry Insights
The Future of Digital Talent Starts with Better Questions About Skills, Judgement and AI
Dr Mohammad Hossein Amirhosseini discusses AI, employer engagement and the role of industry-aligned learning in preparing the next generation of digital professionals at the University of East London.
Over the coming months this is where employers will add their own articles, videos, lesson ideas and day-in-the-life stories for teachers. Nothing appears here until the TechSkills team has read it and published it, and every piece names the organisation that shared it.