Farmworkers, Farm, Ranch, and Aquacultural Animals
Farmworkers, Farm, Ranch, and Aquacultural Animals — AI exposure, safer roles, and a pivot plan.
Also known as: Barn Hand · Bee Keeper · Bait Digger · Barn Worker · Animal Feeder · Animal Herder
This score estimates how exposed the tasks in a role are to current and near-term AI capabilities. It does not predict whether a specific person will lose a job.
Most exposed tasks
Highest structured exposure values in this role’s task mix — the work AI systems can already do most of.
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Maintain growth, feeding, production, and cost records.63
Augmentable tasks
Work where AI assists rather than replaces — the productivity frontier of this role.
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Segregate animals according to weight, age, color, and physical condition.43
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Order food for animals, and arrange for its delivery.39
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Drive trucks, tractors, and other equipment to distribute feed to animals.37
Most durable tasks
Lowest exposure — typically judgment, relationships, physical presence, or accountability. This is the human moat.
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Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.19
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Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps.26
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Mix feed, additives, and medicines in prescribed portions.26
Task exposure values and classifications come from the versioned data release — they are structured data, not model output. Bars show exposure contribution relative to this role’s task mix.
What this means
A score of 32 puts Farmworkers, Farm, Ranch, and Aquacultural Animals in the least-exposed quarter of analyzed occupations. In practice, exposure this level is about the mix: 1 of 19 analyzed tasks lean automatable, 5 augmentable, and 13 durable. The useful question isn’t “will AI take this job” — it’s which tasks go first, which get faster, and where to reposition time. That’s what the personalized report maps against your actual week.
One next move: lean into the durable core above and adopt AI on the routine remainder before it becomes a mandate.
Lower-exposure adjacent roles
No adjacent role in the current data release is at least 10 points lower with ≥50% skill overlap — we don’t label anything “safer” unless the data supports it.
Labor-market context
- $36,670median wage
- 32,810employed
- 31,200annual openings
- -5.0%projected growth
Context only — labor statistics are not inputs to the exposure score. See methodology.
Your week probably doesn’t match the average
This page scores the occupation. The $9 Personalized Risk & Action Report scores your task mix — paste what you actually do and get your own score, confidence level, task matrix, human moat, and a 7/30/90-day plan.
Personalize my result — $9Related roles
Adjacent by skills or family — no exposure claim implied.
FAQ — Farmworkers, Farm, Ranch, and Aquacultural Animals
- What does a score of 32 mean for a Farmworkers, Farm, Ranch, and Aquacultural Animals?
- It means that, weighted across the 19 tasks we analyzed for this role, the task mix sits at 32 on a 0–100 exposure scale — in the least-exposed quarter of analyzed occupations. It measures task exposure to current and near-term AI capabilities, not the probability of losing a job.
- Which tasks in this role are most exposed to AI?
- The highest-exposure tasks are: Maintain growth, feeding, production, and cost records. Exposure is scored per task from structured data, not generated by a language model.
- Which parts of this job are most durable?
- The most durable responsibilities are: Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences; Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps; Mix feed, additives, and medicines in prescribed portions. Durable tasks typically depend on judgment, relationships, physical presence, or accountability.
- Is this score personalized to me?
- No — this page shows the occupation-level baseline. Two people with the same title often do different work. The $9 personalized report recalculates the score from the tasks you actually do and builds a concrete 7/30/90-day plan around them.
Score version jr-v1 · data release 2026.07.11-r1 · updated 2026-07-11 · baseline mapping: 19 of 19 tasks carry source-level provenance · methodology