Agricultural Engineers
SOC: 17-2021.00 · Job Zone 4 (Considerable preparation)
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 32/100. Significant displacement is estimated between 2041 and 2051. Of 14 analyzed tasks, 1 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
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
Protective Factors
Total protective discount: 27.2%
Skill 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 (7)
Complex Problem Solving 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.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (5)
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.
- 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.
- Persuasion
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
- Negotiation
Negotiation 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.
- Writing
Writing 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.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Task Breakdown
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 | Category | AI Capability | Risk Score | Time % |
|---|---|---|---|---|
| Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems. | Routine Cognitive | 85 | 83.2 | 12% |
| Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made. | Non-Routine Interpersonal | 15 | 21.0 | 10% |
| Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs. | Non-Routine Interpersonal | 15 | 21.0 | 8% |
| Provide advice on water quality and issues related to pollution management, river control, and ground and surface water resources. | Non-Routine Analytical | 60 | 51.0 | 6% |
| Plan and direct construction of rural electric-power distribution systems, and irrigation, drainage, and flood control systems for soil and water conservation. | Non-Routine Analytical | 45 | 45.0 | 8% |
| Design agricultural machinery components and equipment, using computer-aided design (CAD) technology. | Non-Routine Analytical | 70 | 55.0 | 10% |
| Test agricultural machinery and equipment to ensure adequate performance. | Non-Routine Manual | 10 | 13.0 | 6% |
| Design food processing plants and related mechanical systems. | Non-Routine Analytical | 60 | 51.0 | 6% |
| Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities. | Non-Routine Analytical | 40 | 43.0 | 8% |
| Design structures for crop storage, animal shelter and loading, and animal and crop processing, and supervise their construction. | Non-Routine Analytical | 45 | 45.0 | 8% |
| Design and supervise environmental and land reclamation projects in agriculture and related industries. | Non-Routine Analytical | 45 | 45.0 | 6% |
| Design sensing, measuring, and recording devices, and other instrumentation used to study plant or animal life. | Non-Routine Analytical | 60 | 51.0 | 5% |
| Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity. | Non-Routine Interpersonal | 25 | 25.0 | 4% |
| Supervise food processing or manufacturing plant operations. | Non-Routine Interpersonal | 25 | 25.0 | 3% |
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