Simon Janssen
Simon Janssen· CTO at HappyNurse
UK AI Exposure MapView the map

What does AI mean for your occupation?

Enter your occupation or job title. We match against 106 UK occupations and provide a personal AI exposure report with JPE and Felten scores, tools and career advice.

Methodology: This scan analyses 106 UK occupations. AI exposure scores use the JPE methodology (LLM-estimated, cross-validated with Felten AIOE).Job counts, part-time and female share come from the ONS Annual Population Survey (Nomis NM_218_1), 2025, on SOC 2020; salaries from ASHE 2024. The 2030 forecast starts from the DfE Working Futures baseline and adds separate AI and robotics layers.

Important: A high AI score does not automatically mean job loss. Software developers score 9/10, and their UK employment grew between 2021 and 2025. The 2030 forecast is a directional scenario with a band, not a precise prediction.

Sources: ONS Annual Population Survey 2025 · ASHE 2024 · DfE Working Futures · Felten AIOE Index · Full methodology

UK AI Career Scan — What does AI mean for your occupation? | Simon Janssen