Data analysis
Exploring datasets to answer questions and quantify relationships.
Task automation exposure
High exposure
Exposure basis
[v4/median] score 70 (raw 70 | A 70 / B 85 / C 30 | modality: other) AI can autonomously perform extensive exploratory data analysis, statistical testing, and relationship quantification using AutoML and advanced language models, though nuanced domain insight still often requires human oversight. (capable: AutoML platforms (e.g., DataRobot, H2O AutoML) and AI assistants (e.g., ChatGPT/Claude) for data analysis)
2 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 70 (raw 70 | A 70 / B 85 / C 30 | modality: other) AI can autonomously perform extensive exploratory data analysis, statistical testing, and relationship quantification using AutoML and advanced language models, though nuanced domain insight still often requires human oversight. (capable: AutoML platforms (e.g., DataRobot, H2O AutoML) and AI assistants (e.g., ChatGPT/Claude) for data analysis)
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.
Capabilities
AI capabilities involved
15 models tracked · strongest: GPT-5
- Code76
12 models tracked · strongest: Claude Opus 5.5
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 |
|---|---|---|---|---|
| Research Scientists | Science & research | 5/5 | core | 49 |
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.