WeCovr Research Tool
Explore how job size, pay, AI exposure, automation risk, offshoring pressure, and growth outlook vary across UK occupations, with a protection-focused lens on income and health disruption.
This WeCovr visualiser was inspired by Karpathy's US job-market version: karpathy.ai/jobs
Open Full ScreenWelcome to the WeCovr UK Job Market Visualiser, an interactive tool designed to help you understand the future of your profession. Using comprehensive data from the National Careers Service and ONS, we've mapped out over 400 UK occupations to give you a clear, visual snapshot of the modern workforce.
The working world is changing rapidly. Our visualiser allows you to drill down into specific sectors and uncover vital insights about your career path.
Digital AI Exposure: Discover how susceptible your specific role is to artificial intelligence and emerging digital trends.
Automation Potential: See the likelihood of your daily tasks being automated in the coming years.
Income & Health Vulnerability: Understand the physical and financial risks associated with your job, helping you identify if you might need a safety net.
Median Pay & Growth Outlook: Compare your earning potential and job security against the national average.
Knowing your risks is the first step to mitigating them. Once you've explored your profession's AI risk and health vulnerabilities, click through to calculate your personal Protection Score.
At WeCovr, we help UK professionals secure their futures with tailored income protection, life insurance, and private health cover. Explore the data, understand your career's landscape, and make more confident decisions about your financial resilience today.
This UK version was inspired by Andrej Karpathy's US job-market-visualiser and adapted for UK occupations using National Careers Service and ONS-linked labour-market data.
It maps 400+ UK occupations and lets you compare job size, pay, growth outlook, digital AI exposure, automation potential, and protection-relevant health and income pressures.
They are directional indicators that help you compare roles. Higher values suggest more exposure to digital change or repeatable tasks that may be affected by AI, software, or process automation.
They help connect labour-market risk to real-world protection needs. A role can face both earnings disruption and higher absence risk, which matters when considering income protection or faster treatment access.
Use the visualiser to understand your role's pressure points, then calculate your Protection Score to see whether your current cover is likely to be strong enough for your circumstances.
Get your score
Get your free Protection Score
Check how protected you are, spot the biggest gaps, and then decide what to do next.
Answer a few quick questions
See where your biggest protection gaps may be
Move into the right next step if you want help
What you get
A quick view of your current protection position
A clearer idea of where the biggest gaps may be
A direct route to tailored help if you want it