Automatable
Structured, repeatable processing where systems can complete the task with controlled human governance.
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The H/A/A Taxonomy gives leaders a more useful unit of analysis than the job title: automatable, augmentable and human-only tasks.
Explore a functionStructured, repeatable processing where systems can complete the task with controlled human governance.
Work where AI speed and synthesis improve performance, while human context, judgement and verification remain essential.
High-stakes work built on empathy, accountability, relationships or genuinely human authority.
Interactive explorer
Move the exposure level to explore an illustrative distribution. The purpose is to frame better questions, not predict job loss.
Illustrative task mix only. A role-level analysis should examine the actual tasks, context and decision impact.
Six task dimensions
Each dimension changes the balance between automation, augmentation and accountable human control.
How consistently does the task follow a known pattern?
How much interpretation, synthesis or novel reasoning is required?
How stable is the information and how predictable is the outcome?
Does success depend on genuine emotional understanding or trust?
Can the output be checked against a reliable answer?
How costly is an error and who must remain accountable?
The strategic bridge