AITakeover Tracker
33%medium risk

First-Line Supervisors of Agricultural Crop and Horticultural Workers

Directly supervise and coordinate activities of agricultural crop or horticultural workers.

Green Increased DemandHigher risk than 59% of occupations

AI Impact Summary

First-Line Supervisors of Agricultural Crop and Horticultural Workers faces moderate AI displacement risk with a score of 33/100. This occupation has higher AI displacement risk than 59% of all analyzed occupations. Of 24 analyzed tasks, 6 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)

Mathematics10%

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

Information Ordering5%

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

Reading Comprehension10%

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

Mathematics10%

Mathematics 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.

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)

Leadership88%

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

Adaptability/Flexibility85%

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

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.

Instructing75%

Instructing 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.

Persuasion80%

Persuasion 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)

Judgment and Decision MakingCritical ThinkingMonitoringWritingActive LearningSystems AnalysisTechnology Design

Recommended Courses

Courses matched to First-Line Supervisors of Agricultural Crop and Horticultural Workers 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+$3K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courseraintermediate

Business and Financial Modeling Specialization

by University of Pennsylvania

~6 weeks$49/mo4.6Certificate
Enhances AI augmentation: Judgment and Decision Making

Estimated Impact

-5.2pt risk+$3K/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

-4.1pt risk+$4K/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 School3%
High School Diploma37%
Some College18%
Post-Secondary Certificate19%
Associate's Degree11%
Bachelor's Degree13%

Prior Experience Needed

Work experience required to enter this job

Up to 1 month1%
1-3 months11%
3-6 months1%
6 months - 1 year9%
1-2 years24%
2-4 years31%
4-6 years12%
6-8 years1%
Over 10 years9%

Training Provided After Hiring

How long it typically takes to learn on the job

1-3 months1%
3-6 months23%
6 months - 1 year34%
1-2 years19%
2-4 years14%
4-6 years9%

How AI Impacts Each Task

24 tasks analyzed

Assign duties, such as cultivation, irrigation, or harvesting of crops or plants, product packaging or grading, or equipment maintenance.

Risk: 29.0%AI: 35EstimatedTime: 8%

Train workers in techniques such as planting, harvesting, weeding, or insect identification and in the use of safety measures.

Risk: 23.0%AI: 20EstimatedTime: 6%

Confer with managers to evaluate weather or soil conditions, to develop plans or procedures, or to discuss issues such as changes in fertilizers, herbicides, or cultivating techniques.

Risk: 53.0%AI: 65EstimatedTime: 5%

Inspect crops, fields, or plant stock to determine conditions and need for cultivating, spraying, weeding, or harvesting.

Risk: 55.0%AI: 70EstimatedTime: 8%

Review employees' work to evaluate quality and quantity.

Risk: 47.0%AI: 50EstimatedTime: 6%

Observe workers to detect inefficient or unsafe work procedures or to identify problems, initiating corrective action as necessary.

Risk: 43.0%AI: 40EstimatedTime: 6%

Drive or operate farm machinery, such as trucks, tractors, or self-propelled harvesters, to transport workers or supplies or to cultivate or harvest fields.

Risk: 63.0%AI: 75EstimatedTime: 5%

Estimate labor requirements for jobs and plan work schedules accordingly.

Risk: 84.0%AI: 87EstimatedTime: 4%

Plan or supervise infrastructure or collection maintenance functions, such as planting, fertilizing, pest or weed control, or landscaping.

Risk: 27.0%AI: 30EstimatedTime: 5%

Direct or assist with the adjustment or repair of farm equipment or machinery.

Risk: 17.0%AI: 20EstimatedTime: 4%

Read inventory records, customer orders, or shipping schedules to determine required activities.

Risk: 86.0%AI: 92EstimatedTime: 3%

Inspect facilities to determine maintenance needs.

Risk: 44.4%AI: 43.55ObservedTime: 3%

Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions.

Risk: 69.2%AI: 50ObservedTime: 4%

Requisition or purchase supplies, such as insecticides, machine parts or lubricants, or tools.

Risk: 86.0%AI: 92EstimatedTime: 3%

Monitor or oversee construction projects, such as horticultural buildings or irrigation systems.

Risk: 47.0%AI: 50EstimatedTime: 3%

Investigate grievances and settle disputes to maintain harmony among workers.

Risk: 19.0%AI: 10EstimatedTime: 3%

Issue equipment, such as farm implements, machinery, ladders, or containers to workers, and collect equipment when work is complete.

Risk: 49.0%AI: 40EstimatedTime: 3%

Recruit, hire, or discharge workers.

Risk: 23.0%AI: 20EstimatedTime: 3%

Calculate or monitor budgets for maintenance or development of collections, grounds, or infrastructure.

Risk: 86.0%AI: 92EstimatedTime: 3%

Perform hardscape activities, including installation or repair of irrigation systems, resurfacing or grading of paths, rockwork, or erosion control.

Risk: 13.0%AI: 10EstimatedTime: 3%

Contract with seasonal workers and farmers to provide employment.

Risk: 23.0%AI: 20EstimatedTime: 2%

Perform the same horticultural or agricultural duties as subordinates.

Risk: 53.0%AI: 50EstimatedTime: 6%

Prepare reports regarding farm conditions, crop yields, machinery breakdowns, or labor problems.

Risk: 86.0%AI: 92EstimatedTime: 3%

Arrange for transportation, equipment, or living quarters for seasonal workers.

Risk: 84.0%AI: 87EstimatedTime: 2%

Protective Factors

Total protective discount: 31.1%

Essential Soft Skills

Traits that are hard for AI to replicate

DependabilityLeadershipInitiativeAttention to DetailIndependenceAdaptability/FlexibilityCooperationPersistenceStress ToleranceAnalytical ThinkingInnovationSelf Control

Wage & Employment (2024)

Median Wage

$59,330

per year

Mean Wage

$63,360

per year

Employment

30K

workers

Wage Range

$39,610 - $90,840

10th - 90th pct

Wage Distribution

$39,610Median: $59,330$90,840
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. First-Line Supervisors of Agricultural Crop and Horticultural Workers 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

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

  • Reading Comprehension

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

  • Mathematics

    Mathematics 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.

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.

  • Social Perceptiveness

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

  • Coordination

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

  • Instructing

    Instructing 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 2 scoring runs

+0.8

overall change

Checking for existing plan...