Evolving

Last Update: 2/17/2026

Your role’s AI Resilience Score is

43.2%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium-high

What does this resilience result mean?

These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.

AI Resilience Report for

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.

This role is evolving

This career is labeled as "Evolving" because AI and smart machines are starting to help with routine tasks like feeding animals and monitoring their health. While technology can make these jobs easier and more efficient, many important tasks like herding, giving medical care, and making decisions about animal welfare still need human skills and judgment.

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Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info
Analysis
Chat
News
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This role is evolving

This career is labeled as "Evolving" because AI and smart machines are starting to help with routine tasks like feeding animals and monitoring their health. While technology can make these jobs easier and more efficient, many important tasks like herding, giving medical care, and making decisions about animal welfare still need human skills and judgment.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Evolving iconEvolving

31.7%

31.7%

Microsoft's Working with AI

AI Applicability

Learn about this score
Evolving iconEvolving

53.8%

53.8%

Will Robots Take My Job

Automation Resilience

Learn about this score
Evolving iconEvolving

37.3%

37.3%

Medium Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

Learn about this score

Growth Rate (2024-34):

-5.0%

Growth Percentile:

11.1%

Annual Openings:

31,200

Annual Openings Pct:

75.4%

Analysis of Current AI Resilience

Farm, Ranch, Aquaculture

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

In farm and ranch work today, some simple jobs are already partly done by machines or smart tools. For example, farms often mark cattle with electronic ear tags or collars instead of paint brands. New AI cameras can even learn to recognize individual cows by their faces or patterns [1].

Big modern farms use self-driving tractors and automatic feeding robots. These machines mix and push out feed or water on schedule so workers don’t have to do it all by hand. Smart sensors and monitoring systems watch each animal’s weight, movement and temperature.

If an animal looks sick, the system can alert the farmer for a closer check [2]. In summary, some tasks (like feeding, counting, and health checks) are being helped by tech, but many jobs still need people. For example, herding cattle to pasture or giving shots to animals is still mostly done by hand or with dogs.

Even with robotics in barns, farmers and ranchers stay involved to care for animals and make decisions [2] [1].

Sources

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AI Adoption

AI in the real world

Whether farms rush to use AI depends on money, labor and trust. High-tech robots and sensors can be expensive, so farmers compare that cost with paying human helpers. In general, studies note that farmers face “produce more with less” pressure, so they try tech if it saves money or improves production [2].

On the other hand, many farmworkers earn relatively low wages, and small farms may not have the cash or internet to set up smart devices. Also, tasks like treating a sick animal often legally require a person or vet. Socially, some people worry about machines on farms affecting animal care.

Overall, robots and AI can help with routine chores, but high costs, technical limits, and safety rules mean adoption is careful. Where labor is scarce or fields are large, farms are slowly adding sensors and automatic machines, but people’s skills in animal care, problem-solving, and oversight will remain vital [2] [2].

Sources

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More Career Info

Career: Farmworkers, Farm, Ranch, and Aquacultural Animals

Employment & Wage Data

Median Wage

$36,150

Jobs (2024)

224,600

Growth (2024-34)

-5.0%

Annual Openings

31,200

Education

No formal educational credential

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2024-2034

Task-Level AI Resilience Scores

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

1

80% ResilienceSupplemental

Trim and shear poultry beaks, toes, and wings using debeaking machines, heated hand shears, or hot wires.

2

75% ResilienceSupplemental

Milk animals such as cows and goats, by hand or using milking machines.

3

75% ResilienceSupplemental

Protect herds from predators, using trained dogs.

4

70% ResilienceCore Task

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

5

70% ResilienceSupplemental

Maintain growth, feeding, production, and cost records.

6

65% ResilienceCore Task

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

7

65% ResilienceSupplemental

Spray livestock with disinfectants and insecticides, or dip or bathe animals.

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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