Tool 01
Role Checker
Most jobs do not change all at once. They change one task cluster at a time.
Explore exposure, the more automatable layer, the human core, and the likely direction of change.
Select 3 to 6 traits that best describe the work
Task Structure
Human Interaction
Cognitive Pattern
Operational Environment
Work Environment
Social Dynamics
Control & Review
Work Interface
Reading note
These are structured readings, not forecasts. The pace of change varies by country, organization, regulation, and adoption speed.
Choose a role or a work-pattern mix to generate a reading.