The work this job is made of, grouped and scored on how much of its output software can produce today, then linked to what addresses it. What is left over is the job. The full activity list is underneath.
Automatability scores estimate how much of a task an agent can reliably do today, grounded in O*NET task data. They are not predictions of job loss.
The most automatable work in this job, and the one tool we would use for each. Every task has a page of its own with the reasoning and every occupation that does it.
All 19 detailed work activities O*NET records for Validation Engineers, grouped by how much of each one software can take on. Every row has its own page.
| Activity | Jobs |
|---|---|
| Document technical design details | 17 |
| Maintain operational records or records systems | 17 |
| Update technical knowledge | 16 |
| Devise research or testing protocols | 15 |
| Review technical documents to plan work | 15 |
| Design electronic or computer equipment or instrumentation | 11 |
| Operate computer systems | 10 |
| Analyze test or validation data | 7 |
| Activity | Jobs |
|---|---|
| Prepare detailed work plans | 24 |
| Recommend technical design or process changes to improve efficiency, quality, or performance | 21 |
| Communicate technical information to suppliers, contractors, or regulatory agencies | 8 |