Analyze data gathered and develop solutions or alternative methods of proceeding.
Analyze data gathered and develop solutions or alternative methods of proceeding.
Task automation exposure
Moderate exposure
Exposure basis
[v4/median] score 58 (raw 58 | A 58 / B 75 / C 50 | modality: other) AI can process and interpret data and generate viable solution options, but nuanced strategic judgment and contextual business insight still require human expertise. (capable: Large language model with data analysis plugins (e.g., GPT‑4 with analytics extensions))
0 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 58 (raw 58 | A 58 / B 75 / C 50 | modality: other) AI can process and interpret data and generate viable solution options, but nuanced strategic judgment and contextual business insight still require human expertise. (capable: Large language model with data analysis plugins (e.g., GPT‑4 with analytics extensions))
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 |
|---|---|---|---|---|
| Management Analysts | Cross-industry | 4.5/5 | core | 14 |
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.