First-Line Supervisors of Agricultural Crop and Horticultural Workers
Directly supervise and coordinate activities of agricultural crop or horticultural workers.
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)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Mathematics 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.
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.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Persuasion 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 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
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Business and Financial Modeling Specialization
by University of Pennsylvania
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
24 tasks analyzed
Assign duties, such as cultivation, irrigation, or harvesting of crops or plants, product packaging or grading, or equipment maintenance.
Train workers in techniques such as planting, harvesting, weeding, or insect identification and in the use of safety measures.
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.
Inspect crops, fields, or plant stock to determine conditions and need for cultivating, spraying, weeding, or harvesting.
Review employees' work to evaluate quality and quantity.
Observe workers to detect inefficient or unsafe work procedures or to identify problems, initiating corrective action as necessary.
Drive or operate farm machinery, such as trucks, tractors, or self-propelled harvesters, to transport workers or supplies or to cultivate or harvest fields.
Estimate labor requirements for jobs and plan work schedules accordingly.
Plan or supervise infrastructure or collection maintenance functions, such as planting, fertilizing, pest or weed control, or landscaping.
Direct or assist with the adjustment or repair of farm equipment or machinery.
Read inventory records, customer orders, or shipping schedules to determine required activities.
Inspect facilities to determine maintenance needs.
Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions.
Requisition or purchase supplies, such as insecticides, machine parts or lubricants, or tools.
Monitor or oversee construction projects, such as horticultural buildings or irrigation systems.
Investigate grievances and settle disputes to maintain harmony among workers.
Issue equipment, such as farm implements, machinery, ladders, or containers to workers, and collect equipment when work is complete.
Recruit, hire, or discharge workers.
Calculate or monitor budgets for maintenance or development of collections, grounds, or infrastructure.
Perform hardscape activities, including installation or repair of irrigation systems, resurfacing or grading of paths, rockwork, or erosion control.
Contract with seasonal workers and farmers to provide employment.
Perform the same horticultural or agricultural duties as subordinates.
Prepare reports regarding farm conditions, crop yields, machinery breakdowns, or labor problems.
Arrange for transportation, equipment, or living quarters for seasonal workers.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Assign duties, such as cultivation, irrigation, or harvesting of crops or plants, product packaging or grading, or equipment maintenance. | 35Estimated | 29.0% | 8% | |
| Train workers in techniques such as planting, harvesting, weeding, or insect identification and in the use of safety measures. | 20Estimated | 23.0% | 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. | 65Estimated | 53.0% | 5% | |
| Inspect crops, fields, or plant stock to determine conditions and need for cultivating, spraying, weeding, or harvesting. | 70Estimated | 55.0% | 8% | |
| Review employees' work to evaluate quality and quantity. | 50Estimated | 47.0% | 6% | |
| Observe workers to detect inefficient or unsafe work procedures or to identify problems, initiating corrective action as necessary. | 40Estimated | 43.0% | 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. | 75Estimated | 63.0% | 5% | |
| Estimate labor requirements for jobs and plan work schedules accordingly. | 87Estimated | 84.0% | 4% | |
| Plan or supervise infrastructure or collection maintenance functions, such as planting, fertilizing, pest or weed control, or landscaping. | 30Estimated | 27.0% | 5% | |
| Direct or assist with the adjustment or repair of farm equipment or machinery. | 20Estimated | 17.0% | 4% | |
| Read inventory records, customer orders, or shipping schedules to determine required activities. | 92Estimated | 86.0% | 3% | |
| Inspect facilities to determine maintenance needs. | 43.55Observed | 44.4% | 3% | |
| Prepare and maintain time or payroll reports, as well as details of personnel actions, such as performance evaluations, hires, promotions, or disciplinary actions. | 50Observed | 69.2% | 4% | |
| Requisition or purchase supplies, such as insecticides, machine parts or lubricants, or tools. | 92Estimated | 86.0% | 3% | |
| Monitor or oversee construction projects, such as horticultural buildings or irrigation systems. | 50Estimated | 47.0% | 3% | |
| Investigate grievances and settle disputes to maintain harmony among workers. | 10Estimated | 19.0% | 3% | |
| Issue equipment, such as farm implements, machinery, ladders, or containers to workers, and collect equipment when work is complete. | 40Estimated | 49.0% | 3% | |
| Recruit, hire, or discharge workers. | 20Estimated | 23.0% | 3% | |
| Calculate or monitor budgets for maintenance or development of collections, grounds, or infrastructure. | 92Estimated | 86.0% | 3% | |
| Perform hardscape activities, including installation or repair of irrigation systems, resurfacing or grading of paths, rockwork, or erosion control. | 10Estimated | 13.0% | 3% | |
| Contract with seasonal workers and farmers to provide employment. | 20Estimated | 23.0% | 2% | |
| Perform the same horticultural or agricultural duties as subordinates. | 50Estimated | 53.0% | 6% | |
| Prepare reports regarding farm conditions, crop yields, machinery breakdowns, or labor problems. | 92Estimated | 86.0% | 3% | |
| Arrange for transportation, equipment, or living quarters for seasonal workers. | 87Estimated | 84.0% | 2% |
Protective Factors
Total protective discount: 31.1%
Essential Soft Skills
Traits that are hard for AI to replicate
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
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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
overall change