A task performed by Computer Systems Engineers/Architects
Design and conduct hardware or software tests.
Not yet. Workers want this automated (3.6/5), but experts rate today's AI capability at only 2.5/5, the technology isn't there. It's an R&D Opportunity.
How much the people who do this task want AI to take it over (avg of 5 workers).
How capable experts rate current AI at this task (avg of 2 experts).
How much human involvement should stay?
The Human Agency Scale (H1–H5) captures how much human direction workers think this task should keep.
Why workers want this automated
- Frees up time for higher-value work60%
- It's repetitive60%
- It's stressful60%
- Reduces human error60%
- It's difficult60%
- Helps handle larger scale60%
How to automate this
Workers want this gone, but today's tools only get part of the way. Automate the edges.
Judgment, review & checks
Automate the checks, keep the decision with a person.
- 1Encode rules and checklists so routine cases are flagged automatically.
- 2Add validation rules to catch errors before they reach you.
- 3Let AI pre-screen and surface the exceptions, you decide the hard ones.
Tools that can help
Know a better way, or spot an error?
Share how you automate this in real life, or correct the data. Reviewed before publishing.
This is 1 of 10 tasks studied for Computer Systems Engineers/Architects, where workers want 70% of tasks automated.
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