Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure o…
Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
Task automation exposure
Moderate exposure
Exposure basis
[v4/median] score 58 (raw 58 | A 58 / B 65 / C 30 | modality: other) AI code generators and analysis tools can handle large portions of coding and basic design modeling, but complex architecture decisions and comprehensive outcome prediction still need human expertise. (capable: Large Language Model code generation (e.g., GitHub Copilot, ChatGPT, Claude))
0 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 58 (raw 58 | A 58 / B 65 / C 30 | modality: other) AI code generators and analysis tools can handle large portions of coding and basic design modeling, but complex architecture decisions and comprehensive outcome prediction still need human expertise. (capable: Large Language Model code generation (e.g., GitHub Copilot, ChatGPT, Claude))
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 |
|---|---|---|---|---|
| Software Developers | Software & technology | 3.6/5 | core | 35 |
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.