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A/KAI Kills What?

Task // O*NET task

Low exposure · 1 occupations · 0 evidence

Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness.

Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness.

Task automation exposure

35/100

Low exposure

Exposure basis

[v4/median] score 35 (raw 35 | A 85 / B 35 / C 35 | modality: other) AI tools can automatically analyze test code, coverage metrics, and execution logs to identify gaps, redundancies, and flaky tests with high accuracy, though final strategic judgment on business-critical adequacy often still involves human oversight. (capable: AI-powered static analysis and test coverage tools (e.g., SonarQube, Coveralls, AI code reviewers))

0 capabilities · 1 occupations

Basis

How exposure was assessed

[v4/median] score 35 (raw 35 | A 85 / B 35 / C 35 | modality: other) AI tools can automatically analyze test code, coverage metrics, and execution logs to identify gaps, redundancies, and flaky tests with high accuracy, though final strategic judgment on business-critical adequacy often still involves human oversight. (capable: AI-powered static analysis and test coverage tools (e.g., SonarQube, Coveralls, AI code reviewers))

Automation exposure35/100

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 Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness., with task importance and exposure.
OccupationIndustryImportanceRoleOccupation AI exposure
Web AdministratorsCross-industry3.6/5core16

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.