Which tasks are exposed
Risk applies to individual tasks—not to a person or an entire occupation.
Task Risk Scheduling, reminders and routine messages 82% Creating learning materials 68% Basic pitch and rhythm analysis 61% Selecting basic exercises 48% Selecting repertoire for an individual student 38% Diagnosing breathing and tension 19% Safe voice development 12% Emotional support and stage preparation 8%
What the score means
Digital tools automate preparatory and measurable parts of learning, while the core pedagogical value comes from personal diagnosis, demonstration, exercise adaptation and safe feedback.
AI exposure ? The share of cognitive, textual, visual or analytical work that current AI systems can technically assist with or perform.
35%
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.
24%
Digitalization ? How much of the input, workflow and output already exists in digital form.
30%
Business incentive ? The economic incentive to automate based on task volume, labor cost, frequency and implementation cost.
31%
Human moat ? Protection created by accountability, trust, empathy, licensing, negotiation and unpredictable real-world environments.
89%