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.
AI Impact Summary
Agricultural Engineers faces moderate AI displacement risk with a score of 29/100. This occupation has higher AI displacement risk than 33% of all analyzed occupations. Of 14 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
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.
AI-Augmented Skills (7)
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.
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
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% |
Protective Factors
Total protective discount: 33.1%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$84,630
per year
Mean Wage
$84,240
per year
Employment
2K
workers
Wage Range
$43,020 - $132,700
10th - 90th pct
Wage Distribution
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Alternate Career Paths
See all transitionsCivil Engineers
28%Median salary: $99,590
Higher risk than 29% of other occupations
Fire-Prevention and Protection Engineers
28%Median salary: $109,660
Higher risk than 31% of other occupations
Environmental Engineers
29%Median salary: $104,170
Higher risk than 34% of other occupations
Energy Engineers
30%Median salary: $117,750
Higher risk than 36% of other occupations
Industrial Safety and Health Engineers
30%Median salary: $109,660
Higher risk than 38% of other occupations
Biochemical Engineers
31%Median salary: $117,750
Higher risk than 43% of other occupations
Hydrologists
32%Median salary: $92,060
Higher risk than 50% of other occupations
Soil and Water Conservationists
32%Median salary: $67,950
Higher risk than 50% of other occupations
Chemical Engineers
35%Median salary: $121,860
Higher risk than 67% of other occupations
Food Scientists and Technologists
37%Median salary: $85,310
Higher risk than 72% of other occupations
Logging Equipment Operators
20%Higher risk than 7% of other occupations
Fallers
24%Higher risk than 17% of other occupations
Log Graders and Scalers
46%Higher risk than 93% of other occupations
Agricultural Workers, All Other
Logging Workers, All Other
Carpenters
Recommendations
Skills to Develop
These skills are at risk from AI automation. Agricultural Engineers 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.
- 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.
- 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.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership 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.
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.
- 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.
- Systems Analysis
Systems Analysis 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 3 scoring runs
overall change
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