Mostly Resilient

Last Update: 10/7/2026

AI Resilience Score for Farm, Ranch, Aquaculture:

57.2%

Median Score

Meaningful human contribution

High

Long-term employer demand

Med

Sustained economic opportunity

Med

Our confidence in this score:
Medium

Methodology and Scoring Rationale

To score how resilient farmworker and animal care roles on farms, ranches, and aquaculture facilities is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For farm and ranch animal caregivers, seven of eight sources had data, with Anthropic the only gap. AI exposure sources mostly agreed: AI Resilience Model and OpenAI Signals rated human contribution High, while Microsoft and Will Robots Take My Job landed at Medium. Solid wage data and physical hands-on work pushed the score up, but lower adaptive capacity pulled it back, landing this role at "Mostly Resilient" with medium confidence.

AI Resilience Report forFarmworkers, Farm, Ranch, and Aquacultural Animals

$36,670 median salary•26,600 annual openings•SOC Code: 45-2093.00

Farmworkers, Farm, Ranch, and Aquacultural Animals are somewhat more resilient to AI impacts than most occupations, according to our analysis of 7 sources.

Farmworker careers with animals are holding up well because so much of the job still requires real human judgment and physical presence, like checking on a sick calf, moving animals through muddy fields, or making quick decisions in unpredictable conditions that no robot can fully handle yet. AI tools are definitely changing parts of the work, helping workers monitor animal health through sensors and dashboards instead of doing everything by hand, but that means the job is shifting rather than disappearing.

Learn more about how you can thrive in this position

This role is mostly resilient

Farmworker careers with animals are holding up well because so much of the job still requires real human judgment and physical presence, like checking on a sick calf, moving animals through muddy fields, or making quick decisions in unpredictable conditions that no robot can fully handle yet. AI tools are definitely changing parts of the work, helping workers monitor animal health through sensors and dashboards instead of doing everything by hand, but that means the job is shifting rather than disappearing.

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Analysis of current AI resilience

Farm, Ranch, Aquaculture

Updated quarterly

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How can Farm, Ranch, Aquaculture prepare for AI?

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Latest AI news for Farm, Ranch, Aquaculture

These articles highlight the evolving role of AI in farmworker careers, emphasizing resilience rather than replacement. For instance, the research shows that AI can enhance animal health and welfare, leading to better management practices on farms. Additionally, findings indicate that AI innovation can actually boost employment in both crop and animal production. As students enter this field, understanding AI's potential will enable them to adapt and thrive, ensuring they remain integral to the agricultural landscape.

More Career Info

Career: Farmworkers, Farm, Ranch, and Aquacultural Animals

They care for animals by feeding them, cleaning their living spaces, and ensuring they are healthy on farms, ranches, and aquaculture facilities.

Employment & Wage Data

Median Wage

$36,670

Jobs (2025)

202,100

Growth (2025-35)

-3.2%

Annual Openings

26,600

Education

No formal educational credential

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

94% ResilienceSupplemental

Protect herds from predators, using trained dogs.

2

92% ResilienceSupplemental

Perform duties related to livestock reproduction, such as breeding animals within appropriate timeframes, performing artificial inseminations, and helping with animal births.

3

90% ResilienceSupplemental

Groom, clip, trim, or castrate animals, dock ears and tails, or shear coats to collect hair.

4

88% ResilienceCore Task

Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment.

5

86% ResilienceCore Task

Herd livestock to pastures for grazing or to scales, trucks, or other enclosures.

6

85% ResilienceCore Task

Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.

7

82% ResilienceCore Task

Move equipment, poultry, or livestock from one location to another, manually or using trucks or carts.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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