Mostly Resilient
Last Update: 8/30/2026
AI Resilience Score for Farm, Ranch, Aquaculture:
57.2%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
High
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
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.
There are a reasonable number of sources for this result, but there is some disagreement between them.
Contributing sources
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.
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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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View analysisChat with CoachLatest newsMore career infoAnalysisChatNewsMoreAnalysis of Current AI Resilience
Farm, Ranch, Aquaculture
Updated Quarterly
How is AI changing Farm, Ranch, Aquaculture jobs?
Right now, most AI in this field is augmenting — helping workers, not replacing them. A big new review in the Journal of Animal Science explains that AI tools like computer vision, sensor systems, and machine learning are being used for "early disease detection… real-time behavior tracking and automated feeding systems" [1] to help caregivers spot problems sooner and manage animals more precisely. On a Maryland dairy farm, robots now handle milking, feed distribution, and manure cleanup around the clock, and Lely's management system flags health issues by tracking milk color, temperature, and flow speed [2] — turning the young farmer's job from stooping under cows into monitoring a dashboard.
In beef, the National Cattlemen's Beef Association says AI adoption is "still in its early stages," but producers of any size are exploring it for genetics, data analysis, and management decisions [3]. Load-cell sensors and robotic feeders are also cutting waste and improving feed forecasting on large livestock farms [4]. Hands-on jobs like cleaning stalls, moving animals, checking sick calves, and hauling feed in muddy pastures still rely on people.
Sources
How fast is AI adoption growing for Farm, Ranch, Aquaculture?
Adoption is being pushed by a serious labor squeeze: foreign workers make up around two-thirds of farm labor and stricter immigration enforcement is shrinking that pool [5], and a 2026 grower survey ranked automation as the highest-priority technology investment [6]. But adoption is also slow for real reasons — a single Lely milking robot costs $150,000 to $200,000 plus about $7,000 per year to run [2], which is a huge lift on thin margins. The Journal of Animal Science also warns of challenges around data quality, infrastructure, and ethical concerns involving animal welfare [1].
Groups like the American Farm Bureau are helping through their Ag Innovation Challenge, which has invested more than $1 million in rural startups [7] to bring new tools to farms.
The takeaway: animals still need human judgment, gentle hands, and problem-solving in unpredictable weather and terrain. Tech-savvy farmworkers who learn to run sensors, robots, and dashboards will be the most in-demand people in the barn.
Sources
Will AI replace Farm, Ranch, Aquaculture?
No. We don't think AI will replace farmworkers, though we do expect the job to change.
Our 57.2% AI Resilience Score puts this career in "Mostly Resilient" territory, and the evidence backs that up. AI is already on the farm, but mostly as a helper. Computer vision, sensors, and machine learning are being used for early disease detection, real-time behavior tracking, and automated feeding systems [1]. On some dairy operations, robots handle milking and manure cleanup around the clock, with software flagging health issues by monitoring milk color, temperature, and flow [2]. That shifts a worker's day from physical grunt work toward monitoring dashboards and making judgment calls.
What stays human is significant. Checking a sick calf in a muddy pasture, moving animals through unpredictable terrain, and reading animal behavior in real time still require people. Adoption is also slow because the price tag is steep: a single milking robot can cost $150,000 to $200,000 [2], a serious barrier on thin margins.
If anything, the bigger pressure on this workforce right now is a labor shortage, not a robot takeover. Growers ranked automation as their top technology priority partly because the labor pool is shrinking [6]. Workers who learn to run sensors and robotic systems will be the most valuable people in the barn, not the ones most at risk.
Sources
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Latest AI news for Farm, Ranch, Aquaculture
These articles highlight how AI is reshaping careers in agriculture and aquaculture. For instance, the risk score of 62/100 for automation in farmworker roles suggests some tasks may be at risk, but it also points to opportunities for safer, more efficient practices. The use of AI in livestock farming, as discussed in the Cargill article, shows how technology can enhance production and animal welfare. Embracing AI can lead to new roles and innovations, fostering resilience in careers related to farmworkers, ranching, and aquaculture.
Will AI Replace Farmworkers, Farm, Ranch, and Aquacultural ...
www.aiexposure.org • 8/20/2026
Farmworkers, Farm, Ranch, and Aquacultural Animals have an AI automation risk score of 62/100. Learn about risk factors, safe tasks, transition paths, ...
How AI is affecting farmed aquatic animals. Part 1: Innovation
forum.effectivealtruism.org • 8/20/2026
by S Williamson · 2025 — This report analyzes the current state of AI innovation in aquaculture, including the operational challenges faced by farmers, the functional ... Read more
'It's already here:' How AI is transforming livestock farmer ...
www.cargill.com • 8/20/2026
May 8, 2025 — artificial intelligence (AI) could help livestock farmers reduce waste, increase production and improve animal welfare.
Artificial Intelligence Applications in Animal Production ...
www.mdpi.com • 8/20/2026
by AAA Abdel-Wareth · 2026 · Cited by 4 — AI can transform livestock farming by leveraging machine learning, computer vision, sensor technologies, and advanced data analytics to provide real-time ... Read more
Will AI and robotics replace human farmers—or create new ...
www.quora.com • 8/20/2026
Will AI and robotics replace human farmers—or create new roles in a tech-powered food system?
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.
Parent Careers
Similar Careers
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
Protect herds from predators, using trained dogs.
2
Perform duties related to livestock reproduction, such as breeding animals within appropriate timeframes, performing artificial inseminations, and helping with animal births.
3
Groom, clip, trim, or castrate animals, dock ears and tails, or shear coats to collect hair.
4
Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment.
5
Herd livestock to pastures for grazing or to scales, trucks, or other enclosures.
6
Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.
7
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.
