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A/KAI Kills What?

Task // O*NET task

Very low exposure · 1 occupations · 0 evidence

Analyze test results in relation to design or rated specifications and test objectives, and modify or adjust equipment…

Analyze test results in relation to design or rated specifications and test objectives, and modify or adjust equipment to meet specifications.

Task automation exposure

20/100

Very low exposure

Exposure basis

[v4/median/cap20] score 20 (raw 45 | A 60 / B 15 / C 45 | modality: physical_primary) AI can reliably interpret test data, compare it to specifications, and recommend adjustments, and many test rigs already have software that can automatically apply parameter changes, but physical re‑configuration still typically requires human intervention. (capable: GPT-4 with engineering analysis plugins (e.g., data‑science and CAD integration))

0 capabilities · 1 occupations

Basis

How exposure was assessed

[v4/median/cap20] score 20 (raw 45 | A 60 / B 15 / C 45 | modality: physical_primary) AI can reliably interpret test data, compare it to specifications, and recommend adjustments, and many test rigs already have software that can automatically apply parameter changes, but physical re‑configuration still typically requires human intervention. (capable: GPT-4 with engineering analysis plugins (e.g., data‑science and CAD integration))

Automation exposure20/100

How much of this task's output current AI can produce or substantially assist.

Strongest applicable capability0/100

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.

Occupations performing Analyze test results in relation to design or rated specifications and test objectives, and modify or adjust equipment…, with task importance and exposure.
OccupationIndustryImportanceRoleOccupation AI exposure
Mechanical Engineering Technologists and TechniciansCross-industry3.6/5core10

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.