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A/KAI Kills What?

Task // O*NET task

Very high exposure · 1 occupations · 0 evidence

Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.

Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.

Task automation exposure

85/100

Very high exposure

Exposure basis

[v4/median] score 85 (raw 85 | A 90 / B 85 / C 85 | modality: other) Specialized civil engineering software (e.g., HEC-RAS, SAP2000, AutoCAD Civil 3D) and AI-assisted computational tools can accurately and professionally perform load, flow, and stress calculations to generate design specifications, requiring only minimal human oversight for final (capable: Civil engineering simulation software (e.g., HEC-RAS, SAP2000, ETABS))

0 capabilities · 1 occupations

Basis

How exposure was assessed

[v4/median] score 85 (raw 85 | A 90 / B 85 / C 85 | modality: other) Specialized civil engineering software (e.g., HEC-RAS, SAP2000, AutoCAD Civil 3D) and AI-assisted computational tools can accurately and professionally perform load, flow, and stress calculations to generate design specifications, requiring only minimal human oversight for final (capable: Civil engineering simulation software (e.g., HEC-RAS, SAP2000, ETABS))

Automation exposure85/100

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 Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications., with task importance and exposure.
OccupationIndustryImportanceRoleOccupation AI exposure
Civil EngineersCross-industry3.9/5core-

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.