AITakeover Tracker
38%medium risk

Agricultural Equipment Operators

Drive and control farm equipment to till soil and to plant, cultivate, and harvest crops. May perform tasks, such as crop baling or hay bucking. May operate stationary equipment to perform post-harvest tasks, such as husking, shelling, threshing, and ginning.

Higher risk than 53% of occupations

AI Impact Summary

Agricultural Equipment Operators faces moderate AI displacement risk with a score of 38/100. This occupation has higher AI displacement risk than 53% of all analyzed occupations. Of 17 analyzed tasks, 1 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

Information Ordering5%

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

Reading Comprehension10%

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

AI-Resistant

Manual Dexterity80%

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

Social Perceptiveness90%

Social Perceptiveness 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 School42%
High School Diploma51%
Some College6%
Bachelor's Degree1%

Prior Experience Needed

Work experience required to enter this job

Up to 1 month10%
1-3 months1%
3-6 months68%
6 months - 1 year2%
1-2 years2%
2-4 years17%

Training Provided After Hiring

How long it typically takes to learn on the job

None6%
Up to 1 month7%
1-3 months1%
3-6 months40%
6 months - 1 year41%
1-2 years1%
2-4 years4%

How AI Impacts Each Task

17 tasks analyzed

Adjust, repair, and service farm machinery and notify supervisors when machinery malfunctions.

Risk: 11.0%AI: 5Time: 10%

Observe and listen to machinery operation to detect equipment malfunctions.

Risk: 53.0%AI: 65Time: 8%

Irrigate soil, using portable pipes or ditch systems, and maintain ditches or pipes and pumps.

Risk: 11.0%AI: 5Time: 6%

Mix specified materials or chemicals, and dump solutions, powders, or seeds into planter or sprayer machinery.

Risk: 47.0%AI: 35Time: 5%

Operate or tend equipment used in agricultural production, such as tractors, combines, and irrigation equipment.

Risk: 57.0%AI: 60Time: 15%

Protective Factors

Total protective discount: 17.5%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailAnalytical ThinkingSelf ControlStress ToleranceIndependenceInitiativeConcern for OthersAchievement/EffortPersistenceDependabilityAdaptability/FlexibilityLeadership

Wage & Employment (2024)

Median Wage

$42,580

per year

Mean Wage

$43,920

per year

Employment

31K

workers

Wage Range

$31,240 - $57,790

10th - 90th pct

Wage Distribution

$31,240Median: $42,580$57,790
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