Collect data through direct observation of work activities or witnessing the conduct of tests.
Collect data through direct observation of work activities or witnessing the conduct of tests.
Task automation exposure
Very low exposure
Exposure basis
[v4/median] score 5 (raw 5 | A 5 / B 5 / C 5 | modality: physical_primary) Direct observation of work activities and witnessing tests requires physical presence, real-time sensory perception, and contextual judgment in unstructured environments, which current AI and robotics cannot perform at professional quality for typical employers. (capable: None - human-led)
0 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 5 (raw 5 | A 5 / B 5 / C 5 | modality: physical_primary) Direct observation of work activities and witnessing tests requires physical presence, real-time sensory perception, and contextual judgment in unstructured environments, which current AI and robotics cannot perform at professional quality for typical employers. (capable: None - human-led)
How much of this task's output current AI can produce or substantially assist.
Best current model strength on any capability this task requires.
This is an assessment of technical feasibility plus published evidence - not a forecast. Even fully automatable tasks are often not automated, because of cost, verification, liability, regulation or the fact that the task is bundled with other work.
Occupations
Occupations that perform this task (1)
Importance is the O*NET-style weight of this task within each occupation. The same task can be highly exposed but peripheral to one job and core to another.
| Occupation | Industry | Importance | Role | Occupation AI exposure |
|---|---|---|---|---|
| Human Factors Engineers and Ergonomists | Cross-industry | 4.7/5 | core | 8 |
Evidence
Evidence (0)
No evidence item is mapped to this specific task yet. The exposure figure above rests on the v1 editorial baseline and on the capability assessment, and should be treated as low-confidence. Pages with fewer than 0 evidence items are excluded from sitemaps.