Which tasks are exposed
Risk applies to individual tasks—not to a person or an entire occupation.
Task Risk diagnosing starting level 33% planning the programme 28% explaining new material 24% organising practice 19% observing the group 13% assessing work 3% personal feedback 3% adjusting the learning pathway 3%
What the score means
The score for Early Childhood Educator 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.
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.
44%
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.
34%
Digitalization ? How much of the input, workflow and output already exists in digital form.
48%
Business incentive ? The economic incentive to automate based on task volume, labor cost, frequency and implementation cost.
23%
Human moat ? Protection created by accountability, trust, empathy, licensing, negotiation and unpredictable real-world environments.
88%