Last Update: 2/17/2026
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
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
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.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
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 analysisContributing 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
Microsoft's Working with AI
AI Applicability
Will Robots Take My Job
Automation Resilience
Medium Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Farm, Ranch, Aquaculture
Updated Quarterly • Last Update: 2/17/2026

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].

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].

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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
AI-generated estimates of task resilience over the next 3 years
Trim and shear poultry beaks, toes, and wings using debeaking machines, heated hand shears, or hot wires.
Milk animals such as cows and goats, by hand or using milking machines.
Protect herds from predators, using trained dogs.
Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment.
Maintain growth, feeding, production, and cost records.
Herd livestock to pastures for grazing or to scales, trucks, or other enclosures.
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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