AITakeover Tracker
34%medium risk

Farm Labor Contractors

Recruit and hire seasonal or temporary agricultural laborers. May transport, house, and provide meals for workers.

Higher risk than 30% of occupations

AI Impact Summary

Farm Labor Contractors faces moderate AI displacement risk with a score of 34/100. This occupation has higher AI displacement risk than 30% of all analyzed occupations. Of 8 analyzed tasks, 3 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

6

AI-Vulnerable

7

AI-Resistant

5

AI-Augmented

AI-Vulnerable

Mathematics10%

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

Information Ordering5%

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

AI-Resistant

Social Perceptiveness90%

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

Coordination70%

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

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School48%
High School Diploma43%
Post-Secondary Certificate9%

Prior Experience Needed

Work experience required to enter this job

None18%
1-3 months1%
3-6 months4%
6 months - 1 year24%
1-2 years34%
2-4 years19%

Training Provided After Hiring

How long it typically takes to learn on the job

None22%
Up to 1 month1%
1-3 months25%
6 months - 1 year33%
2-4 years18%

How AI Impacts Each Task

8 tasks analyzed

Pay wages of contracted farm laborers.

Risk: 85.2%AI: 90Time: 15%

Provide food, drinking water, and field sanitation facilities to contracted workers.

Risk: 45.0%AI: 30Time: 10%

Recruit and hire agricultural workers.

Risk: 27.0%AI: 30Time: 15%

Direct and transport workers to appropriate work sites.

Risk: 43.0%AI: 25Time: 15%

Employ foremen to deal directly with workers when recruiting, hiring, instructing, assigning tasks, and enforcing work rules.

Risk: 21.0%AI: 15Time: 10%

Protective Factors

Total protective discount: 19.5%

Essential Soft Skills

Traits that are hard for AI to replicate

IntegrityDependabilityAchievement/EffortCooperationInitiativePersistenceConcern for OthersLeadershipAttention to DetailSelf ControlStress ToleranceIndependence

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

$29,800Median: $48,690$86,860
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