Conduct trial runs of programs and software applications to be sure they will produce the desired information and that…
Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.
Task automation exposure
High exposure
Exposure basis
[v4/median] score 75 (raw 75 | A 75 / B 85 / C 70 | modality: other) AI can automatically execute code, generate and run unit/integration tests, and compare outputs to expected results using widely deployed CI/CD and test‑generation tools, achieving professional‑grade verification for most routine cases, though nuanced validation still often benef (capable: Automated testing frameworks (e.g., CI/CD pipelines with AI‑assisted test generation like Diffblue Cover))
0 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 75 (raw 75 | A 75 / B 85 / C 70 | modality: other) AI can automatically execute code, generate and run unit/integration tests, and compare outputs to expected results using widely deployed CI/CD and test‑generation tools, achieving professional‑grade verification for most routine cases, though nuanced validation still often benef (capable: Automated testing frameworks (e.g., CI/CD pipelines with AI‑assisted test generation like Diffblue Cover))
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 |
|---|---|---|---|---|
| Computer Programmers | Software & technology | 4/5 | core | 22 |
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.