Farm Labor Contractors
Recruit and hire seasonal or temporary agricultural laborers. May transport, house, and provide meals for workers.
AI Impact Summary
Farm Labor Contractors faces moderate AI displacement risk with a score of 32/100. This occupation has higher AI displacement risk than 53% of all analyzed occupations. Of 8 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 Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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.
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)
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Farm Labor Contractors 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
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
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
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
8 tasks analyzed
Pay wages of contracted farm laborers.
Provide food, drinking water, and field sanitation facilities to contracted workers.
Recruit and hire agricultural workers.
Direct and transport workers to appropriate work sites.
Employ foremen to deal directly with workers when recruiting, hiring, instructing, assigning tasks, and enforcing work rules.
Supervise the work of contracted employees.
Furnish tools for employee use.
Provide check-cashing services to employees.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Pay wages of contracted farm laborers. | 92Estimated | 86.0% | 15% | |
| Provide food, drinking water, and field sanitation facilities to contracted workers. | 20Estimated | 41.0% | 10% | |
| Recruit and hire agricultural workers. | 30Estimated | 27.0% | 15% | |
| Direct and transport workers to appropriate work sites. | 30Estimated | 45.0% | 15% | |
| Employ foremen to deal directly with workers when recruiting, hiring, instructing, assigning tasks, and enforcing work rules. | 20Estimated | 23.0% | 10% | |
| Supervise the work of contracted employees. | 30Estimated | 27.0% | 25% | |
| Furnish tools for employee use. | 20Estimated | 41.0% | 5% | |
| Provide check-cashing services to employees. | 87Estimated | 84.0% | 5% |
Protective Factors
Total protective discount: 24.8%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$48,690
per year
Mean Wage
$51,910
per year
Employment
410
workers
Wage Range
$29,800 - $86,860
10th - 90th pct
Wage Distribution
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsBaggage Porters and Bellhops
29%Median salary: $36,020
Higher risk than 34% of other occupations
First-Line Supervisors of Agricultural Crop and Horticultural Workers
33%Median salary: $59,330
Higher risk than 59% of other occupations
First-Line Supervisors of Housekeeping and Janitorial Workers
36%Median salary: $47,520
Higher risk than 69% of other occupations
First-Line Supervisors of Food Preparation and Serving Workers
38%Median salary: $42,010
Higher risk than 76% of other occupations
Retail Salespersons
39%Median salary: $34,580
Higher risk than 79% of other occupations
Cooks, Institution and Cafeteria
40%Median salary: $36,450
Higher risk than 80% of other occupations
Parking Enforcement Workers
43%Median salary: $47,150
Higher risk than 87% of other occupations
Production, Planning, and Expediting Clerks
48%Median salary: $57,770
Higher risk than 95% of other occupations
Counter and Rental Clerks
48%Median salary: $38,540
Higher risk than 96% of other occupations
Shipping, Receiving, and Traffic Clerks
51%Median salary: $43,190
Higher risk than 97% of other occupations
Logging Equipment Operators
20%Higher risk than 7% of other occupations
Fallers
24%Higher risk than 17% of other occupations
Log Graders and Scalers
46%Higher risk than 93% of other occupations
Agricultural Workers, All Other
Logging Workers, All Other
Carpenters
Recommendations
Skills to Develop
These skills are at risk from AI automation. Farm Labor Contractors professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- 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.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness 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.
- 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.
- 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.
- Writing
Writing 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.
Score History
Risk score over 3 scoring runs
overall change