Task-based automation

Explanation

A job is a bundle of activities rather than one indivisible unit. An AI system may draft text, search records, or write code while leaving goal-setting, judgment, physical action, and responsibility with a person. The economic effect depends on the whole bundle, not only the share of tasks that appear automatable.

Tasks can substitute for one another or be complements. When they are complements, automating one step can raise the value of the remaining human bottleneck; it can also make several automation investments valuable only as a bundle. Workers and firms then reallocate time toward the activities whose relative costs have fallen or whose value has risen.

This is why task exposure is not an employment forecast. Demand, reliability, organizational change, worker mobility, and the creation of new tasks all affect whether an occupation grows, shrinks, or changes internally.