Agricultural Engineers
Apply knowledge of engineering technology and biological science to agricultural problems concerned with power and machinery, electrification, structures, soil and water conservation, and processing of agricultural products.
How AI Impacts Each Task
14 tasks analyzed
Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems.
Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made.
Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs.
Provide advice on water quality and issues related to pollution management, river control, and ground and surface water resources.
Plan and direct construction of rural electric-power distribution systems, and irrigation, drainage, and flood control systems for soil and water conservation.
Design agricultural machinery components and equipment, using computer-aided design (CAD) technology.
Test agricultural machinery and equipment to ensure adequate performance.
Design food processing plants and related mechanical systems.
Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities.
Design structures for crop storage, animal shelter and loading, and animal and crop processing, and supervise their construction.
Design and supervise environmental and land reclamation projects in agriculture and related industries.
Design sensing, measuring, and recording devices, and other instrumentation used to study plant or animal life.
Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity.
Supervise food processing or manufacturing plant operations.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems. | 57.5Observed | 72.2% | 10% | |
| Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made. | 20Estimated | 23.0% | 8% | |
| Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs. | 15Estimated | 21.0% | 8% | |
| Provide advice on water quality and issues related to pollution management, river control, and ground and surface water resources. | 55Estimated | 49.0% | 8% | |
| Plan and direct construction of rural electric-power distribution systems, and irrigation, drainage, and flood control systems for soil and water conservation. | 35Estimated | 41.0% | 8% | |
| Design agricultural machinery components and equipment, using computer-aided design (CAD) technology. | 60Estimated | 51.0% | 10% | |
| Test agricultural machinery and equipment to ensure adequate performance. | 30Estimated | 39.0% | 6% | |
| Design food processing plants and related mechanical systems. | 63.9Observed | 52.6% | 6% | |
| Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities. | 25Estimated | 37.0% | 7% | |
| Design structures for crop storage, animal shelter and loading, and animal and crop processing, and supervise their construction. | 40Estimated | 43.0% | 8% | |
| Design and supervise environmental and land reclamation projects in agriculture and related industries. | 40Estimated | 43.0% | 8% | |
| Design sensing, measuring, and recording devices, and other instrumentation used to study plant or animal life. | 50Estimated | 47.0% | 5% | |
| Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity. | 63.82Observed | 40.5% | 4% | |
| Supervise food processing or manufacturing plant operations. | 30Estimated | 27.0% | 4% |
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 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.
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)
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership 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.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Recommended Courses
Courses matched to Agricultural Engineers 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
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
Design Patterns in C# and .NET
by Pluralsight
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.
Alternate Career Paths
See all transitionsAgricultural Workers, All Other
Biochemical Engineers
31%Median salary: $117,750
Higher risk than 43% of other occupations
Carpenters
Chemical Engineers
35%Median salary: $121,860
Higher risk than 67% of other occupations
Civil Engineers
28%Median salary: $99,590
Higher risk than 29% of other occupations
Energy Engineers
30%Median salary: $117,750
Higher risk than 36% of other occupations
Environmental Engineers
29%Median salary: $104,170
Higher risk than 34% of other occupations
Fallers
24%Higher risk than 17% of other occupations
Fire-Prevention and Protection Engineers
28%Median salary: $109,660
Higher risk than 31% of other occupations
Food Scientists and Technologists
37%Median salary: $85,310
Higher risk than 72% of other occupations
Hydrologists
32%Median salary: $92,060
Higher risk than 50% of other occupations
Industrial Safety and Health Engineers
30%Median salary: $109,660
Higher risk than 38% of other occupations
Log Graders and Scalers
46%Higher risk than 93% of other occupations
Logging Equipment Operators
20%Higher risk than 7% of other occupations
Logging Workers, All Other
Soil and Water Conservationists
32%Median salary: $67,950
Higher risk than 50% of other occupations
Score History
Risk score over 3 scoring runs
overall change
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
Related News
Recent articles about AI affecting this occupation
How AI transforms your role as a platform engineer
The rise of AI agents is fundamentally shifting the daily workflows of platform engineers. Professionals in this space must adapt to managing complex, automated developer environments rather than traditional infrastructure.
Why Software Engineer Jobs Are Spiking Despite AI Layoff Fears
Contrary to early fears of AI replacing coders, LinkedIn data reveals a surprising spike in software engineering roles. The platform's economic chief outlines which specific skills are actually keeping tech workers employed.
Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis