Workforce calculator
Check the automation exposure of your occupation. Based on published research from the OECD, World Economic Forum, and frontier AI capability assessments.
Select your occupation
What this means
Automation exposure is not a death sentence. It is a restructuring signal. The occupations with the highest exposure are those with the greatest proportion of routine cognitive tasks: processing, summarising, categorising, and generating standard outputs.
The response is not to panic. It is to deliberately shift your time toward the tasks AI cannot replicate: relationship building, strategic judgement, creative problem-solving, and contextual decision-making. The people who do this early will define the next era of their profession.
For a deeper analysis, read the Outpaced investigation series.
Stay informed
Workforce analysis, AI developments, and practical strategies delivered to your inbox.
Join readers of Leverage