Which tasks are exposed
Risk applies to individual tasks—not to a person or an entire occupation.
Task Risk studying the material 79% developing artistic interpretation 74% technical rehearsal 70% working with a director or ensemble 65% performance preparation 59% live performance 49% improvising around deviations 38% reviewing recordings and feedback 30%
What the score means
The score for Music Arranger reflects the share of formalised repeatable work, the availability of digital data and the feasibility of robotics. Tasks involving accountability, physical variability and professional judgement are much better protected.
AI exposure ? The share of cognitive, textual, visual or analytical work that current AI systems can technically assist with or perform.
36%
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.
52%
Business incentive ? The economic incentive to automate based on task volume, labor cost, frequency and implementation cost.
69%
Human moat ? Protection created by accountability, trust, empathy, licensing, negotiation and unpredictable real-world environments.
88%