Early-career context (study ages 22-25)

This role is in the Elevated exposure band, but its assessed task mix is not automation-heavy. The study found the decline concentrated where AI was more likely to automate rather than augment work, so the headline figure should not be applied directly.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

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Role snapshot

What this role usually involves

O*NET 29.1 exact occupation

Inspect agricultural commodities, processing equipment, and facilities, and fish and logging operations, to ensure compliance with regulations and laws governing health, quality, and safety.

Common titles

Brand InspectorConsumer Safety Inspector (CSI)Grain InspectorInspectorFood InspectorFood Safety and Inspection Service Inspector (FSIS Inspector)

O*NET job-zone preparation

Job Zone 2 · Some Preparation Needed These occupations usually require a high school diploma. Some previous work-related skill, knowledge, or experience is usually needed.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

MonitoringReading ComprehensionCritical ThinkingSpeakingActive LearningJudgment and Decision Making

Tools and technology

Microsoft ExcelMicrosoft Office softwareMicrosoft OutlookMicrosoft AccessMicrosoft PowerPointMicrosoft Word

Work context

Frequent contact with othersFace-to-face discussionsExternal customersDecision latitudeTelephone

Source: O*NET 29.1 exact occupation - Agricultural Inspectors, SOC 45-2011.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

Agricultural Inspectors tasks, by AI exposure

We analyzed all 16 Agricultural Inspectors tasks - 2 automatable and 14 augmentable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

Relatedness shows how reachable a move may be. A path is labeled lower exposure only when its score is at least 6 points lower; every row shows the measured difference.

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