Which tasks are exposed
Risk applies to individual tasks—not to a person or an entire occupation.
Task Risk Creating lesson plans and learning materials 42% Grading standard exercises and tests 41% Personal feedback and learner motivation 3% Creating explanations and learning materials 42% Grading standard assignments 42% Selecting exercises for a learner's level 33% Managing schedules, reporting and learning analytics 38% Live feedback, motivation and group facilitation 3%
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.
32%
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.
28%
Digitalization ? How much of the input, workflow and output already exists in digital form.
37%
Business incentive ? The economic incentive to automate based on task volume, labor cost, frequency and implementation cost.
24%
Human moat ? Protection created by accountability, trust, empathy, licensing, negotiation and unpredictable real-world environments.
89%