Farming, Fishing, and Forestry · United States (national)
Farmworkers, Farm, Ranch, and Aquacultural Animals
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is moderately exposed to automation, and the bigger shift looks near-term.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 0.0 to 19.8
Physical / roboticsrange 28.4 to 52.4
When the change is likely
Near-term, highlocal demand declining
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Act within the next 1 to 2 years
Displacement for this role is near-term. Start a concrete reskilling plan now, while you still have income and leverage.
2
Pivot toward Animal Breeders
It is skill-adjacent and less exposed (36.4 vs 40). A lateral move now beats a forced one later.
3
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
4
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
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Which of my tasks are exposed
Feed and water livestock and monitor food and water supplies.
40.4
Herd livestock to pastures for grazing or to scales, trucks, or other enclosures.
40.4
Examine animals to detect illness, injury, or disease, and to check physical characteristics, such as rate of weight gain.
100.0
Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment.
40.4
Mark livestock to identify ownership and grade, using brands, tags, paint, or tattoos.
40.4
Drive trucks, tractors, and other equipment to distribute feed to animals.
40.4
Segregate animals according to weight, age, color, and physical condition.
40.4
Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.
40.4
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Examine animals to detect illness, injury, or disease, and to check physical characteristics, such as rate of weight gain.
Local demand is declining
Task: Feed and water livestock and monitor food and water supplies.
Lower-risk adjacent roles
Animal Breeders
36.4
Agricultural Equipment Operators
39.3
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Farmworkers, Farm, Ranch, and Aquacultural Animals to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 7.8, robotics 40.4.
The timeline comes from the higher axis (40.4), shifted for local demand (declining), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.