Takeover Tracker
38%medium risk

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.

Higher risk than 74% of occupations
Checking for existing plan...

How AI Impacts Each Task

26 tasks analyzed

Record data pertaining to experimentation, research, or animal care.

Risk: 86.0%AI: 92EstimatedTime: 8%

Measure or weigh ingredients used in laboratory testing.

Risk: 49.0%AI: 40EstimatedTime: 6%

Prepare data summaries, reports, or analyses that include results, charts, or graphs to document research findings and results.

Risk: 71.7%AI: 56.25ObservedTime: 6%

Perform crop production duties, such as tilling, hoeing, pruning, weeding, or harvesting crops.

Risk: 51.0%AI: 45EstimatedTime: 5%

Set up laboratory or field equipment as required for site testing.

Risk: 47.0%AI: 35EstimatedTime: 5%

Prepare laboratory samples for analysis, following proper protocols to ensure that they will be stored, prepared, and disposed of efficiently and effectively.

Risk: 49.0%AI: 40EstimatedTime: 5%

Examine animals or crop specimens to determine the presence of diseases or other problems.

Risk: 50.4%AI: 58.6ObservedTime: 5%

Collect animal or crop samples.

Risk: 47.0%AI: 35EstimatedTime: 5%

Record environmental data from field samples of soil, air, water, or pests to monitor the effectiveness of integrated pest management (IPM) practices.

Risk: 85.2%AI: 90EstimatedTime: 4%

Supervise pest or weed control operations, including locating and identifying pests or weeds, selecting chemicals and application methods, or scheduling application.

Risk: 27.0%AI: 30EstimatedTime: 4%

Supervise or train agricultural technicians or farm laborers.

Risk: 23.0%AI: 20EstimatedTime: 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.

Risk: 51.0%AI: 60EstimatedTime: 4%

Conduct insect or plant disease surveys.

Risk: 53.0%AI: 65EstimatedTime: 3%

Maintain or repair agricultural facilities, equipment, or tools to ensure operational readiness, safety, and cleanliness.

Risk: 15.0%AI: 15EstimatedTime: 4%

Prepare land for cultivated crops, orchards, or vineyards by plowing, discing, leveling, or contouring.

Risk: 59.0%AI: 65EstimatedTime: 3%

Operate farm machinery, including tractors, plows, mowers, combines, balers, sprayers, earthmoving equipment, or trucks.

Risk: 59.0%AI: 65EstimatedTime: 4%

Perform laboratory or field testing, using spectrometers, nitrogen determination apparatus, air samplers, centrifuges, or potential hydrogen (pH) meters to perform tests.

Risk: 77.2%AI: 70EstimatedTime: 4%

Perform tests on seeds to evaluate seed viability.

Risk: 84.0%AI: 87EstimatedTime: 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.

Risk: 51.0%AI: 45EstimatedTime: 3%

Devise cultural methods or environmental controls for plants for which guidelines are sketchy or nonexistent.

Risk: 47.0%AI: 50EstimatedTime: 3%

Respond to general inquiries or requests from the public.

Risk: 34.5%AI: 48.82ObservedTime: 3%

Prepare culture media, following standard procedures.

Risk: 53.0%AI: 50EstimatedTime: 3%

Transplant trees, vegetables, or horticultural plants.

Risk: 51.0%AI: 45EstimatedTime: 2%

Prepare or present agricultural demonstrations.

Risk: 41.0%AI: 65ObservedTime: 2%

Determine the germination rates of seeds planted in specified areas.

Risk: 85.2%AI: 90EstimatedTime: 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.

Risk: 51.0%AI: 60EstimatedTime: 2%

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.

Reading Comprehension10%

High reliance on Reading Comprehension 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.

Mathematics10%

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

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.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

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

Coordination70%

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

Service Orientation82%

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

Social Perceptiveness90%

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

Negotiation85%

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

Recommended Courses

Courses matched to Agricultural Technicians 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

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

~10 weeks$49/mo4.9Certificate
Addresses vulnerability: Mathematics

Estimated Impact

-7pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.1pt risk

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

-4pt risk

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.

Score History

Risk score over 3 scoring runs

-4.6

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

High School Diploma2%
Associate's Degree18%
Bachelor's Degree29%
Master's Degree1%
Doctoral/Professional Degree32%
Level 915%
Level 102%

Prior Experience Needed

Work experience required to enter this job

None3%
3-6 months4%
6 months - 1 year14%
1-2 years34%
2-4 years9%
4-6 years20%
8-10 years15%

Training Provided After Hiring

How long it typically takes to learn on the job

None2%
1-3 months29%
3-6 months20%
6 months - 1 year32%
1-2 years17%
2-4 years1%

Related News

Recent articles about AI affecting this occupation

1 articles

How Syngenta's AI Push is Reshaping Agricultural Jobs

Syngenta's digital chief details the integration of AI and data platforms across their farming operations. The shift requires a new blend of agronomy expertise and digital literacy from the agricultural workforce.

Forbes AIApr 13

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis