Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
Perform system analysis, data analysis or programming, using a variety of computer languages and procedures.
Task automation exposure
Very high exposure
Exposure basis
[v4/median] score 85 (raw 85 | A 85 / B 85 / C 85 | modality: other) Current AI coding assistants and automated data engineering tools can generate, debug, and optimize complex SQL, Python, and ETL logic for data warehousing tasks with high professional quality, significantly reducing the manual effort required for system analysis and programming. (capable: AI Coding Assistants (e.g., GitHub Copilot, Cursor) & Automated Data Engineering Platforms)
0 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 85 (raw 85 | A 85 / B 85 / C 85 | modality: other) Current AI coding assistants and automated data engineering tools can generate, debug, and optimize complex SQL, Python, and ETL logic for data warehousing tasks with high professional quality, significantly reducing the manual effort required for system analysis and programming. (capable: AI Coding Assistants (e.g., GitHub Copilot, Cursor) & Automated Data Engineering Platforms)
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 |
|---|---|---|---|---|
| Data Warehousing Specialists | Cross-industry | 3.8/5 | core | - |
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.