Which tasks are exposed
Risk applies to individual tasks—not to a person or an entire occupation.
Task Risk Full-population transaction testing and anomaly detection 52% Mapping requirements to documents and controls 49% Assessing evidence sufficiency and issuing a conclusion 20% Initial classification of events and alerts 53% Log analysis and known-indicator detection 50% Preparing a standard incident report 49% Executing a standard response playbook 46% Investigating a novel attack or violation 23%
What the score means
The score reflects process repeatability, data digitization, automated verification, the physical environment and the economic incentive to deploy technology.
The index reflects potential technology exposure of occupational tasks and is not the probability that a particular person will lose their job.
AI exposure ? The share of cognitive, textual, visual or analytical work that current AI systems can technically assist with or perform.
42%
Robotics ? The extent to which robots, autonomous machinery and computer vision can perform physical operations in a prepared environment.
3%
Routine work ? The share of operations that repeat, follow stable rules and produce a predictable result.
38%
Digitalization ? How much of the input, workflow and output already exists in digital form.
47%
Business incentive ? The economic incentive to automate based on task volume, labor cost, frequency and implementation cost.
34%
Human moat ? Protection created by accountability, trust, empathy, licensing, negotiation and unpredictable real-world environments.
79%