Develop testing routines and procedures.
Develop testing routines and procedures.
Task automation exposure
High exposure
Exposure basis
[v4/median] score 65 (raw 65 | A 85 / B 65 / C 65 | modality: other) AI coding assistants and automated testing frameworks can generate comprehensive unit, integration, and end-to-end test suites with high accuracy and coverage, significantly reducing the manual effort required to develop testing routines. (capable: AI Coding Assistants (e.g., GitHub Copilot, Cursor) + Automated Testing Frameworks (e.g., Selenium, Playwright, Jest))
0 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 65 (raw 65 | A 85 / B 65 / C 65 | modality: other) AI coding assistants and automated testing frameworks can generate comprehensive unit, integration, and end-to-end test suites with high accuracy and coverage, significantly reducing the manual effort required to develop testing routines. (capable: AI Coding Assistants (e.g., GitHub Copilot, Cursor) + Automated Testing Frameworks (e.g., Selenium, Playwright, Jest))
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 |
|---|---|---|---|---|
| Web Administrators | Cross-industry | 3.5/5 | core | 16 |
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.