REDESIGNING-JOBS-WITH-AI5 MIN READ
Task exposure is not job exposure
Explain why AI task exposure should not be treated as a direct prediction that an entire job can be automated.
A job-level AI exposure number must be translated into task-level redesign decisions. From exposure signal to redesign decision Role label Too broad for an AI decision weak signal Task stack Work split into recurring activities usable unit Task exposure Where AI may affect speed or quality evidence Boundary choice Automate, augment, or human-owned design Capacity destination Where saved time goes productivity Danger: role-level shortcut
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