Takeover Tracker
33%medium risk

Farmworkers, Farm, Ranch, and Aquacultural Animals

Attend to live farm, ranch, or aquacultural animals that may include cattle, sheep, swine, goats, horses and other equines, poultry, finfish, shellfish, and bees. Attend to animals produced for animal products, such as meat, fur, skins, feathers, eggs, milk, and honey. Duties may include feeding, watering, herding, grazing, castrating, branding, de-beaking, weighing, catching, and loading animals. May maintain records on animals; examine animals to detect diseases and injuries; assist in birth deliveries; and administer medications, vaccinations, or insecticides as appropriate. May clean and maintain animal housing areas. Includes workers who shear wool from sheep, and collect eggs in hatcheries.

Higher risk than 55% of occupations
Checking for existing plan...

How AI Impacts Each Task

22 tasks analyzed

Feed and water livestock and monitor food and water supplies.

Risk: 61.0%AI: 70EstimatedTime: 13%

Drive trucks, tractors, and other equipment to distribute feed to animals.

Risk: 61.0%AI: 70EstimatedTime: 8%

Examine animals to detect illness, injury, or disease, and to check physical characteristics, such as rate of weight gain.

Risk: 51.0%AI: 60EstimatedTime: 5%

Shift animals between grazing areas to ensure that they have sufficient access to food.

Risk: 19.0%AI: 25EstimatedTime: 5%

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

Risk: 11.0%AI: 5EstimatedTime: 4%

Order food for animals, and arrange for its delivery.

Risk: 86.0%AI: 92EstimatedTime: 2%

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

Risk: 11.0%AI: 5EstimatedTime: 3%

Mix feed, additives, and medicines in prescribed portions.

Risk: 59.0%AI: 65EstimatedTime: 4%

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

Risk: 11.0%AI: 5EstimatedTime: 8%

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

Risk: 51.0%AI: 45EstimatedTime: 5%

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

Risk: 67.0%AI: 85EstimatedTime: 5%

Segregate animals according to weight, age, color, and physical condition.

Risk: 63.0%AI: 75EstimatedTime: 3%

Patrol grazing lands on horseback or using all-terrain vehicles.

Risk: 19.0%AI: 25EstimatedTime: 4%

Maintain growth, feeding, production, and cost records.

Risk: 86.0%AI: 92EstimatedTime: 3%

Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps.

Risk: 61.0%AI: 70EstimatedTime: 10%

Mark livestock to identify ownership and grade, using brands, tags, paint, or tattoos.

Risk: 49.0%AI: 40EstimatedTime: 3%

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

Risk: 17.0%AI: 20EstimatedTime: 4%

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

Risk: 11.0%AI: 5EstimatedTime: 3%

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

Risk: 53.0%AI: 50EstimatedTime: 2%

Collect, inspect, and place eggs in incubators, operate machines for egg washing, candling, and grading, and pack eggs in cartons.

Risk: 67.0%AI: 85EstimatedTime: 2%

Protect herds from predators, using trained dogs.

Risk: 13.0%AI: 10EstimatedTime: 2%

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

Risk: 51.0%AI: 45EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Manual Dexterity80%

Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Equipment Maintenance78%

Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Recommended Courses

Courses matched to Farmworkers, Farm, Ranch, and Aquacultural Animals skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.9pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-5pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.6pt risk+$2K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Score History

Risk score over 2 scoring runs

+6.2

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School54%
High School Diploma43%
Some College3%

Prior Experience Needed

Work experience required to enter this job

None32%
Up to 1 month1%
1-3 months19%
3-6 months2%
6 months - 1 year15%
1-2 years27%
4-6 years3%

Training Provided After Hiring

How long it typically takes to learn on the job

None25%
Up to 1 month13%
1-3 months29%
3-6 months19%
6 months - 1 year4%
1-2 years11%
2-4 years1%

Related News

Recent articles about AI affecting this occupation

5 articles

Zipline Drone Automation Expands to Agricultural Services in Africa

The drone delivery company is expanding its operations to include livestock insemination following a successful trial in Rwanda. This shift in agricultural logistics signals a transformation in how rural veterinary and farming services are delivered.

Semafor Tech4d ago

Agricultural automation to reshape farming jobs as market hits $21B

The global advanced farming market is projected to reach $21.35 billion as digital technologies and data-driven systems replace traditional methods. This shift will require agricultural workers to transition from manual labor to tech-management roles.

Openpr.com6d ago

From Cow-Milking Robots to Weed-Zapping Lasers, Farmers Are Embracing A.I.

Agricultural workers are rapidly adopting automation to handle labor-intensive tasks like milking and weed control. This shift is fundamentally changing the daily physical requirements of farming while requiring new technical skills to manage robotic systems.

NYT TechnologyJun 5

As farming goes high tech, universities grow new types of agriculture degrees

Universities in agricultural hubs are overhauling curricula to train students in drone operation, robotics, and AI crop management. The shift aims to prepare the next generation of farmers for an industry increasingly reliant on automation rather than manual labor.

Hechinger ReportMay 28

AI farming tech to drive $18B boom in automated greenhouse jobs

The integration of artificial intelligence in agriculture is expected to triple the smart greenhouse industry to $18 billion by 2033. This massive capital influx will shift farming labor from manual harvesting to technical system management.

Express-press-releaseMay 25

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis