Takeover Tracker
29%medium risk

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.

Higher risk than 33% of occupations
Checking for existing plan...

How AI Impacts Each Task

14 tasks analyzed

Prepare reports, sketches, working drawings, specifications, proposals, and budgets for proposed sites or systems.

Risk: 72.2%AI: 57.5ObservedTime: 10%

Discuss plans with clients, contractors, consultants, and other engineers so that they can be evaluated and necessary changes made.

Risk: 23.0%AI: 20EstimatedTime: 8%

Meet with clients, such as district or regional councils, farmers, and developers, to discuss their needs.

Risk: 21.0%AI: 15EstimatedTime: 8%

Provide advice on water quality and issues related to pollution management, river control, and ground and surface water resources.

Risk: 49.0%AI: 55EstimatedTime: 8%

Plan and direct construction of rural electric-power distribution systems, and irrigation, drainage, and flood control systems for soil and water conservation.

Risk: 41.0%AI: 35EstimatedTime: 8%

Design agricultural machinery components and equipment, using computer-aided design (CAD) technology.

Risk: 51.0%AI: 60EstimatedTime: 10%

Test agricultural machinery and equipment to ensure adequate performance.

Risk: 39.0%AI: 30EstimatedTime: 6%

Design food processing plants and related mechanical systems.

Risk: 52.6%AI: 63.9ObservedTime: 6%

Visit sites to observe environmental problems, to consult with contractors, or to monitor construction activities.

Risk: 37.0%AI: 25EstimatedTime: 7%

Design structures for crop storage, animal shelter and loading, and animal and crop processing, and supervise their construction.

Risk: 43.0%AI: 40EstimatedTime: 8%

Design and supervise environmental and land reclamation projects in agriculture and related industries.

Risk: 43.0%AI: 40EstimatedTime: 8%

Design sensing, measuring, and recording devices, and other instrumentation used to study plant or animal life.

Risk: 47.0%AI: 50EstimatedTime: 5%

Conduct educational programs that provide farmers or farm cooperative members with information that can help them improve agricultural productivity.

Risk: 40.5%AI: 63.82ObservedTime: 4%

Supervise food processing or manufacturing plant operations.

Risk: 27.0%AI: 30EstimatedTime: 4%

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.

Mathematics10%

High reliance on Mathematics 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.

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)

Complex Problem Solving75%

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

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

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

Social Perceptiveness90%

Social Perceptiveness 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.

Persuasion80%

Persuasion 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 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

Courseraintermediate

Machine Learning Specialization

by Stanford / DeepLearning.AI

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

Estimated Impact

-7.9pt risk+$5K/yr salary

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

-5.6pt risk+$5K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Pluralsightadvanced

Design Patterns in C# and .NET

by Pluralsight

20 hours$29/mo4.6
Strengthens resilience: Complex Problem Solving

Estimated Impact

-2.3pt risk+$3K/yr salary

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

-3.1

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree69%
Master's Degree12%
Doctoral/Professional Degree12%
Level 118%

Prior Experience Needed

Work experience required to enter this job

None31%
3-6 months4%
6 months - 1 year8%
1-2 years15%
2-4 years23%
4-6 years8%
6-8 years12%

Training Provided After Hiring

How long it typically takes to learn on the job

Up to 1 month8%
1-3 months8%
3-6 months27%
6 months - 1 year19%
1-2 years19%
2-4 years15%
4-6 years4%

Related News

Recent articles about AI affecting this occupation

5 articles

Meta's 6,500-Person AI Unit Faces Engineer Revolt Over Working Conditions

Internal unrest is brewing among the 6,500 employees assigned to Meta's newly formed artificial intelligence division. Engineers report severe burnout and poor management, pushing the critical workforce to the brink of a mass revolt.

TechCrunch AI2d ago

Jeff Bezos Wants to Build an ‘Artificial General Engineer’

The Amazon founder has taken the co-CEO role at Prometheus to deploy AI in manufacturing and hardware design. The startup aims to automate complex engineering tasks for products ranging from computers to jet engines.

NYT Technology3d ago

A software engineer created a 90-day AI course to help workers across departments build the tech they want

Flexport launched an internal 90-day bootcamp to teach non-technical supply chain staff how to automate their own workflows. The program empowers everyday employees to build custom tools using vibe-coding techniques.

Business Insider TechJun 3

Why OpenAI and Anthropic are hiring forward deployed engineer teams

Top AI labs are aggressively recruiting specialized engineers to embed directly with enterprise clients and integrate models into their workflows. This signals a massive shift from building foundational models to implementing them in corporate environments.

The New StackMay 28

Claude Code's creator on the end of the software engineer

Anthropic's Boris Cherny explicitly confirmed that major job losses are coming to the software engineering field due to automation. While he predicts new roles will emerge, the transition will fundamentally disrupt current developer career paths.

PlatformerMay 27

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