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.
AI Impact Summary
Farmworkers, Farm, Ranch, and Aquacultural Animals faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 55% of all analyzed occupations. Of 22 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Farmworkers, Farm, Ranch, and Aquacultural Animals skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
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Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
22 tasks analyzed
Feed and water livestock and monitor food and water supplies.
Drive trucks, tractors, and other equipment to distribute feed to animals.
Examine animals to detect illness, injury, or disease, and to check physical characteristics, such as rate of weight gain.
Shift animals between grazing areas to ensure that they have sufficient access to food.
Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment.
Order food for animals, and arrange for its delivery.
Perform duties related to livestock reproduction, such as breeding animals within appropriate timeframes, performing artificial inseminations, and helping with animal births.
Mix feed, additives, and medicines in prescribed portions.
Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences.
Move equipment, poultry, or livestock from one location to another, manually or using trucks or carts.
Milk animals such as cows and goats, by hand or using milking machines.
Segregate animals according to weight, age, color, and physical condition.
Patrol grazing lands on horseback or using all-terrain vehicles.
Maintain growth, feeding, production, and cost records.
Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps.
Mark livestock to identify ownership and grade, using brands, tags, paint, or tattoos.
Herd livestock to pastures for grazing or to scales, trucks, or other enclosures.
Groom, clip, trim, or castrate animals, dock ears and tails, or shear coats to collect hair.
Spray livestock with disinfectants and insecticides, or dip or bathe animals.
Collect, inspect, and place eggs in incubators, operate machines for egg washing, candling, and grading, and pack eggs in cartons.
Protect herds from predators, using trained dogs.
Trim and shear poultry beaks, toes, and wings using debeaking machines, heated hand shears, or hot wires.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Feed and water livestock and monitor food and water supplies. | 70Estimated | 61.0% | 13% | |
| Drive trucks, tractors, and other equipment to distribute feed to animals. | 70Estimated | 61.0% | 8% | |
| Examine animals to detect illness, injury, or disease, and to check physical characteristics, such as rate of weight gain. | 60Estimated | 51.0% | 5% | |
| Shift animals between grazing areas to ensure that they have sufficient access to food. | 25Estimated | 19.0% | 5% | |
| Provide medical treatment, such as administering medications and vaccinations, or arrange for veterinarians to provide more extensive treatment. | 5Estimated | 11.0% | 4% | |
| Order food for animals, and arrange for its delivery. | 92Estimated | 86.0% | 2% | |
| Perform duties related to livestock reproduction, such as breeding animals within appropriate timeframes, performing artificial inseminations, and helping with animal births. | 5Estimated | 11.0% | 3% | |
| Mix feed, additives, and medicines in prescribed portions. | 65Estimated | 59.0% | 4% | |
| Inspect, maintain, and repair equipment, machinery, buildings, pens, yards, and fences. | 5Estimated | 11.0% | 8% | |
| Move equipment, poultry, or livestock from one location to another, manually or using trucks or carts. | 45Estimated | 51.0% | 5% | |
| Milk animals such as cows and goats, by hand or using milking machines. | 85Estimated | 67.0% | 5% | |
| Segregate animals according to weight, age, color, and physical condition. | 75Estimated | 63.0% | 3% | |
| Patrol grazing lands on horseback or using all-terrain vehicles. | 25Estimated | 19.0% | 4% | |
| Maintain growth, feeding, production, and cost records. | 92Estimated | 86.0% | 3% | |
| Clean stalls, pens, and equipment, using disinfectant solutions, brushes, shovels, water hoses, or pumps. | 70Estimated | 61.0% | 10% | |
| Mark livestock to identify ownership and grade, using brands, tags, paint, or tattoos. | 40Estimated | 49.0% | 3% | |
| Herd livestock to pastures for grazing or to scales, trucks, or other enclosures. | 20Estimated | 17.0% | 4% | |
| Groom, clip, trim, or castrate animals, dock ears and tails, or shear coats to collect hair. | 5Estimated | 11.0% | 3% | |
| Spray livestock with disinfectants and insecticides, or dip or bathe animals. | 50Estimated | 53.0% | 2% | |
| Collect, inspect, and place eggs in incubators, operate machines for egg washing, candling, and grading, and pack eggs in cartons. | 85Estimated | 67.0% | 2% | |
| Protect herds from predators, using trained dogs. | 10Estimated | 13.0% | 2% | |
| Trim and shear poultry beaks, toes, and wings using debeaking machines, heated hand shears, or hot wires. | 45Estimated | 51.0% | 2% |
Protective Factors
Total protective discount: 27.8%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$36,150
per year
Mean Wage
$38,580
per year
Employment
35K
workers
Wage Range
$27,110 - $51,840
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Farmworkers, Farm, Ranch, and Aquacultural Animals professionals should diversify beyond them.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 2 scoring runs
overall change