Agricultural Technicians
Set up or maintain laboratory equipment and collect samples from crops or animals. Prepare specimens or record data to assist scientists in biology or related life science experiments.
AI Impact Summary
Agricultural Technicians faces moderate AI displacement risk with a score of 38/100. This occupation has higher AI displacement risk than 74% of all analyzed occupations. Of 26 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 Reading Comprehension 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 Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
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.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Agricultural Technicians skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
Machine Learning Specialization
by Stanford / DeepLearning.AI
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
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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
26 tasks analyzed
Record data pertaining to experimentation, research, or animal care.
Measure or weigh ingredients used in laboratory testing.
Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results.
Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops.
Set up laboratory or field equipment as required for site testing.
Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively.
Examine animals or crop specimens to determine the presence of diseases or other problems.
Collect animal or crop samples.
Record environmental data from field samples of soil, air, water, or pests to monitor the effectiveness of integrated pest management (IPM) practices.
Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application.
Supervise or train agricultural technicians or farm laborers.
Conduct studies of nitrogen or alternative fertilizer application methods, quantities, or timing to ensure satisfaction of crop needs and minimization of leaching, runoff, or denitrification.
Conduct insect or plant disease surveys.
Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness.
Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring.
Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks.
Perform laboratory or field testing, using spectrometers, nitrogen determination apparatus, air samplers, centrifuges, or potential hydrogen (pH) meters to perform tests.
Perform tests on seeds to evaluate seed viability.
Perform general nursery duties, such as propagating standard varieties of plant materials, collecting and germinating seeds, maintaining cuttings of plants, or controlling environmental conditions.
Devise cultural methods or environmental controls for plants for which guidelines are sketchy or nonexistent.
Respond to general inquiries or requests from the public.
Prepare culture media, following standard procedures.
Transplant trees, vegetables, or horticultural plants.
Prepare or present agricultural demonstrations.
Determine the germination rates of seeds planted in specified areas.
Assess comparative soil erosion from various planting or tillage systems, such as conservation tillage with mulch or ridge till systems, no-till systems, or conventional tillage systems with or without moldboard plows.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Record data pertaining to experimentation, research, or animal care. | 92Estimated | 86.0% | 8% | |
| Measure or weigh ingredients used in laboratory testing. | 40Estimated | 49.0% | 6% | |
| Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results. | 56.25Observed | 71.7% | 6% | |
| Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops. | 45Estimated | 51.0% | 5% | |
| Set up laboratory or field equipment as required for site testing. | 35Estimated | 47.0% | 5% | |
| Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively. | 40Estimated | 49.0% | 5% | |
| Examine animals or crop specimens to determine the presence of diseases or other problems. | 58.6Observed | 50.4% | 5% | |
| Collect animal or crop samples. | 35Estimated | 47.0% | 5% | |
| Record environmental data from field samples of soil, air, water, or pests to monitor the effectiveness of integrated pest management (IPM) practices. | 90Estimated | 85.2% | 4% | |
| Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application. | 30Estimated | 27.0% | 4% | |
| Supervise or train agricultural technicians or farm laborers. | 20Estimated | 23.0% | 4% | |
| Conduct studies of nitrogen or alternative fertilizer application methods, quantities, or timing to ensure satisfaction of crop needs and minimization of leaching, runoff, or denitrification. | 60Estimated | 51.0% | 4% | |
| Conduct insect or plant disease surveys. | 65Estimated | 53.0% | 3% | |
| Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness. | 15Estimated | 15.0% | 4% | |
| Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring. | 65Estimated | 59.0% | 3% | |
| Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks. | 65Estimated | 59.0% | 4% | |
| Perform laboratory or field testing, using spectrometers, nitrogen determination apparatus, air samplers, centrifuges, or potential hydrogen (pH) meters to perform tests. | 70Estimated | 77.2% | 4% | |
| Perform tests on seeds to evaluate seed viability. | 87Estimated | 84.0% | 3% | |
| Perform general nursery duties, such as propagating standard varieties of plant materials, collecting and germinating seeds, maintaining cuttings of plants, or controlling environmental conditions. | 45Estimated | 51.0% | 3% | |
| Devise cultural methods or environmental controls for plants for which guidelines are sketchy or nonexistent. | 50Estimated | 47.0% | 3% | |
| Respond to general inquiries or requests from the public. | 48.82Observed | 34.5% | 3% | |
| Prepare culture media, following standard procedures. | 50Estimated | 53.0% | 3% | |
| Transplant trees, vegetables, or horticultural plants. | 45Estimated | 51.0% | 2% | |
| Prepare or present agricultural demonstrations. | 65Observed | 41.0% | 2% | |
| Determine the germination rates of seeds planted in specified areas. | 90Estimated | 85.2% | 2% | |
| Assess comparative soil erosion from various planting or tillage systems, such as conservation tillage with mulch or ridge till systems, no-till systems, or conventional tillage systems with or without moldboard plows. | 60Estimated | 51.0% | 2% |
Protective Factors
Total protective discount: 30.4%
Essential Soft Skills
Traits that are hard for AI to replicate
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Agricultural Technicians professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics 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.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- 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.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Instructing
Instructing is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination 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.
- Writing
Writing 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.
- Active Learning
Active Learning 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.
Score History
Risk score over 3 scoring runs
overall change
Related News
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