AITakeover 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

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)

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.

AI-Augmented Skills (7)

Critical ThinkingMonitoringJudgment and Decision MakingActive LearningWritingSystems AnalysisTechnology Design

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.

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%

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%

Protective Factors

Total protective discount: 27.8%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityIntegrityCooperationAttention to DetailIndependenceSelf ControlAdaptability/FlexibilityInitiativeLeadershipConcern for OthersStress ToleranceAchievement/Effort

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

$27,110Median: $36,150$51,840
Career Planning

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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

+6.2

overall change

Checking for existing plan...